{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Data  exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#首先 import nessacery module\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "#color = sns.color_palette()\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据初印象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train : (768, 9)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>116</td>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.6</td>\n",
       "      <td>0.201</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>78</td>\n",
       "      <td>50</td>\n",
       "      <td>32</td>\n",
       "      <td>88</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.248</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10</td>\n",
       "      <td>115</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35.3</td>\n",
       "      <td>0.134</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>197</td>\n",
       "      <td>70</td>\n",
       "      <td>45</td>\n",
       "      <td>543</td>\n",
       "      <td>30.5</td>\n",
       "      <td>0.158</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>8</td>\n",
       "      <td>125</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.232</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "0          6                           148              72   \n",
       "1          1                            85              66   \n",
       "2          8                           183              64   \n",
       "3          1                            89              66   \n",
       "4          0                           137              40   \n",
       "5          5                           116              74   \n",
       "6          3                            78              50   \n",
       "7         10                           115               0   \n",
       "8          2                           197              70   \n",
       "9          8                           125              96   \n",
       "\n",
       "   Triceps_skin_fold_thickness  serum_insulin   BMI  \\\n",
       "0                           35              0  33.6   \n",
       "1                           29              0  26.6   \n",
       "2                            0              0  23.3   \n",
       "3                           23             94  28.1   \n",
       "4                           35            168  43.1   \n",
       "5                            0              0  25.6   \n",
       "6                           32             88  31.0   \n",
       "7                            0              0  35.3   \n",
       "8                           45            543  30.5   \n",
       "9                            0              0   0.0   \n",
       "\n",
       "   Diabetes_pedigree_function  Age  Target  \n",
       "0                       0.627   50       1  \n",
       "1                       0.351   31       0  \n",
       "2                       0.672   32       1  \n",
       "3                       0.167   21       0  \n",
       "4                       2.288   33       1  \n",
       "5                       0.201   30       0  \n",
       "6                       0.248   26       1  \n",
       "7                       0.134   29       0  \n",
       "8                       0.158   53       1  \n",
       "9                       0.232   54       1  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = pd.read_csv('pima-indians-diabetes.csv')#读入数据\n",
    "print(\"Train :\", train.shape)#数据量及维数\n",
    "train.head(10)#显示出前10行数据\n",
    "#Plasma_glucose_concentration 葡萄糖离子浓度\n",
    "#Triceps_skin_fold_thicknes   肱三头肌皮肤褶皱厚度\n",
    "#serum_insulin  血清胰岛素\n",
    "#Diabetes_pedigree_function糖尿病谱系功能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      "pregnants                       768 non-null int64\n",
      "Plasma_glucose_concentration    768 non-null int64\n",
      "blood_pressure                  768 non-null int64\n",
      "Triceps_skin_fold_thickness     768 non-null int64\n",
      "serum_insulin                   768 non-null int64\n",
      "BMI                             768 non-null float64\n",
      "Diabetes_pedigree_function      768 non-null float64\n",
      "Age                             768 non-null int64\n",
      "Target                          768 non-null int64\n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "train.info()  #看看数据是否缺失、数据类型----数据个数不缺失\\int和float型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "count  768.000000                    768.000000      768.000000   \n",
       "mean     3.845052                    120.894531       69.105469   \n",
       "std      3.369578                     31.972618       19.355807   \n",
       "min      0.000000                      0.000000        0.000000   \n",
       "25%      1.000000                     99.000000       62.000000   \n",
       "50%      3.000000                    117.000000       72.000000   \n",
       "75%      6.000000                    140.250000       80.000000   \n",
       "max     17.000000                    199.000000      122.000000   \n",
       "\n",
       "       Triceps_skin_fold_thickness  serum_insulin         BMI  \\\n",
       "count                   768.000000     768.000000  768.000000   \n",
       "mean                     20.536458      79.799479   31.992578   \n",
       "std                      15.952218     115.244002    7.884160   \n",
       "min                       0.000000       0.000000    0.000000   \n",
       "25%                       0.000000       0.000000   27.300000   \n",
       "50%                      23.000000      30.500000   32.000000   \n",
       "75%                      32.000000     127.250000   36.600000   \n",
       "max                      99.000000     846.000000   67.100000   \n",
       "\n",
       "       Diabetes_pedigree_function         Age      Target  \n",
       "count                  768.000000  768.000000  768.000000  \n",
       "mean                     0.471876   33.240885    0.348958  \n",
       "std                      0.331329   11.760232    0.476951  \n",
       "min                      0.078000   21.000000    0.000000  \n",
       "25%                      0.243750   24.000000    0.000000  \n",
       "50%                      0.372500   29.000000    0.000000  \n",
       "75%                      0.626250   41.000000    1.000000  \n",
       "max                      2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()#整体上看一下数据分布，发现有一些不可能为0的指标为0，\n",
    "#还有一些25%分位数都为0，也不知道是否合理，实际项目的话，需要向专业人士请教，这里对于这些可疑为数据缺失的数据采用平均值填补\n",
    "\n",
    "#竟然有怀孕17次的，估计也是人类生理极限了。。。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plasma_glucose_concentration      5\n",
      "blood_pressure                   35\n",
      "Triceps_skin_fold_thickness     227\n",
      "serum_insulin                   374\n",
      "BMI                              11\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#用std值填补可能是缺失数据的异常数据Plasma_glucose_concentration/blood_pressure/Triceps_skin_fold_thickness/serum_insulin/BMI\n",
    "#先观察可疑特征参数为0的数量情况\n",
    "NaN_col_names = ['Plasma_glucose_concentration','blood_pressure','Triceps_skin_fold_thickness','serum_insulin','BMI']\n",
    "print((train[NaN_col_names] == 0).sum())\n",
    "#serum_insulin和Triceps_skin_fold_thickness最多，Plasma_glucose_concentration/BMI较少\n",
    "#思路是，由于数据足够多，可以删除BMI和Plasma_glucose_concentration/blood_pressure中数据缺失的样本------是否可行？？？\n",
    "#对于其它样本，考虑转化为0/1类别型数据，表示数据是否缺失-----是否可行？？？\n",
    "#特征工程千人千面，还是要多学习，吸取各家所长----时间有限，后续可以尝试，先参考老师的思路\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据关系分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of occurrences')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEKCAYAAAAIO8L1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAE7RJREFUeJzt3X20ZXV93/H3hwEMUcvwMLIoDxloqI2NEXGkGI2NEKtoC5QKJqUy2lmduBZaUmziaFXakBptoibESDIrGIfWSBBFUGiEIOCKVWQQ5UFxMbLAGarMSAB5qA8D3/5xfleP45579zCz7znc+36tddbZ+7d/+5zvYc26H377tx9SVUiStK3dJl2AJGk6GRCSpE4GhCSpkwEhSepkQEiSOhkQkqROBoQkqZMBIUnqZEBIkjrtPukCdsb+++9fy5cvn3QZkvSkcuONN36nqpbN1e9JHRDLly9n/fr1ky5Dkp5Uktzdp5+HmCRJnQwISVInA0KS1MmAkCR1MiAkSZ0GDYgkdyW5JcmXk6xvbfsmuSrJHe19n9aeJOcm2ZDk5iRHDVmbJGl28zGCeElVHVlVK9r6GuDqqjoCuLqtAxwPHNFeq4Hz5qE2SdJ2TOIQ04nAura8DjhprP2CGvkCsDTJgROoT5LE8AFRwJVJbkyyurUdUFXfasvfBg5oywcBG8f23dTaJEkTMPSV1C+qqnuSPAO4Ksnt4xurqpLUjnxgC5rVAIceeuhOF/i8375gpz9DC8+Nf3D6pEuQJm7QEURV3dPeNwOXAEcD984cOmrvm1v3e4BDxnY/uLVt+5lrq2pFVa1YtmzOW4lIkp6gwQIiyVOTPH1mGfgXwK3AZcDK1m0lcGlbvgw4vZ3NdAzw4NihKEnSPBvyENMBwCVJZr7nr6rqb5LcAFyUZBVwN3Bq638F8ApgA/Ao8LoBa5MkzWGwgKiqO4HndLTfBxzX0V7AGUPVI0naMV5JLUnqZEBIkjoZEJKkTgaEJKmTASFJ6mRASJI6GRCSpE4GhCSpkwEhSepkQEiSOhkQkqROBoQkqZMBIUnqZEBIkjoZEJKkTgaEJKmTASFJ6mRASJI6GRCSpE4GhCSpkwEhSepkQEiSOhkQkqROBoQkqZMBIUnqZEBIkjoZEJKkTgaEJKmTASFJ6mRASJI6GRCSpE4GhCSp0+ABkWRJkpuSfKqtH5bk+iQbkvx1kj1b+1Pa+oa2ffnQtUmStm8+RhBnAl8bW3838L6q+nngfmBVa18F3N/a39f6SZImZNCASHIw8ErgL9p6gGOBi1uXdcBJbfnEtk7bflzrL0magKFHEH8E/A7weFvfD3igqra29U3AQW35IGAjQNv+YOsvSZqAOQMiyVOT7NaW/3GSE5Ls0WO/fwlsrqobd0Gd45+7Osn6JOu3bNmyKz9akjSmzwjis8DPJDkIuBJ4DfChHvu9EDghyV3AhYwOLf0xsDTJ7q3PwcA9bfke4BCAtn1v4L5tP7Sq1lbViqpasWzZsh5lSJKeiD4Bkap6FDgZ+EBVnQL807l2qqq3VNXBVbUc+HXgM1V1GnAN8KrWbSVwaVu+rK3Ttn+mqqr3L5Ek7VK9AiLJC4DTgMtb25Kd+M43A2cl2cBojuH81n4+sF9rPwtYsxPfIUnaSbvP3YXfAt4CXFJVtyU5nNEooLequha4ti3fCRzd0ed7wCk78rmSpOHMGRBVdR1wXZKfbet3Av9x6MIkSZPV5yymFyT5KnB7W39Okg8MXpkkaaL6zEH8EfAy2hlFVfUV4MVDFiVJmrxeF8pV1cZtmh4boBZJ0hTpM0m9MckvA9UukNv23kqSpAWozwji9cAZjG6FcQ9wZFuXJC1gfc5i+g6jayAkSYtIn7OY1iVZOra+T5IPDluWJGnS+hxi+qWqemBmparuB547XEmSpGnQJyB2S7LPzEqSfek3uS1JehLr84f+PcDnk3wUCKMb6f33QauSJE1cn0nqC5LcCLykNZ1cVV8dtixJ0qT1PVR0O6PnR+8OkOTQqvrmYFVJkiZuzoBI8kbgbOBeRldQByjgl4YtTZI0SX1GEGcCz6yqn3q6myRp4epzFtNG4MGhC5EkTZc+I4g7gWuTXA58f6axqt47WFWSpInrExDfbK8920uStAj0Oc31vwEk+dmqenT4kiRJ08AnykmSOvlEOUlSJ58oJ0nq5BPlJEmdfKKcJKnTrCOIJEuA11SVT5STpEVm1hFEVT0G/Nt5qkWSNEX6zEH8XZL3A38NPDLTWFVfGqwqSdLE9QmII9v77461FXDsri9HkjQt5pqD2A04r6oumqd6JElTYq45iMeB35mnWiRJU6TPaa5/m+Q/Jzkkyb4zr8ErkyRNVJ85iFe39/FrHwo4fNeXI0maFn3u5nrYfBQiSZoufZ5JfXpXe1VdMMd+PwN8FnhK+56Lq+rsJIcBFwL7ATcyuhDvB0meAlwAPI/RjQFfXVV37cBvkSTtQn3mIJ4/9voV4L8CJ/TY7/vAsVX1HEanyr48yTHAu4H3VdXPA/cDq1r/VcD9rf19rZ8kaUL6HGJ64/h6kqWMRgBz7VfAw211j/aauX5i5ursdYwC5zzgxLYMcDHw/iRpnyNJmme9bve9jUeAXvMSSZYk+TKwGbgK+AbwQFVtbV02MboJIO19I0Db/iCjw1CSpAnoMwfxSUb/5w+jQHkW0OvCuXYvpyPbqOMS4J88wTrH61kNrAY49NBDd/bjJEnb0ec01z8cW94K3F1Vm3bkS6rqgSTXAC8AlibZvY0SDmZ0C3Ha+yHApiS7A3vTnmK3zWetBdYCrFixwsNPkjSQPoeYvglcX1XXVdXngPuSLJ9rpyTL2siBJHsBL2X0oKFrgFe1biuBS9vyZW2dtv0zzj9I0uT0CYiPAo+PrT/W2uZyIHBNkpuBG4CrqupTwJuBs5JsYDTHcH7rfz6wX2s/C1jT7ydIkobQ5xDT7lX1g5mVds3CnnPtVFU3A8/taL8TOLqj/XvAKT3qkSTNgz4jiC1JfnTdQ5ITge8MV5IkaRr0GUG8Hvhwe2gQjE5N7by6WpK0cPS5UO4bwDFJntbWH55jF0nSAjDnIaYk70yytKoerqqHk+yT5PfmozhJ0uT0mYM4vqoemFmpqvuBVwxXkiRpGvQJiCXtTqvAj65peMos/SVJC0CfSeoPA1cn+cu2/jpGN9mTJC1gfSap353kK8CvtaZzqurTw5YlSZq0PiMIgJv48e26bxquHEkzvvm7z550CZpCh77jlnn7rj5nMZ0KfJHR/ZFOBa5P8qrZ95IkPdn1GUH8F+D5VbUZRjfhA/6W0UN9JEkLVJ+zmHabCYfmvp77SZKexPqMIP4myaeBj7T1VwNXDFeSJGka9DmL6beTnAy8qDWtrapLhi1LkjRpvc5iqqqPAx8fuBZJ0hRxLkGS1MmAkCR12m5AJLm6vb97/sqRJE2L2eYgDkzyy8AJSS4EMr6xqr40aGWSpImaLSDeAbwdOBh47zbbCjh2qKIkSZO33YCoqouBi5O8varOmceaJElToM91EOckOQF4cWu6tqo+NWxZkqRJ63Ozvt8HzgS+2l5nJnnn0IVJkiarz4VyrwSOrKrHAZKsY3TL77cOWZgkabL6XgexdGx57yEKkSRNlz4jiN8HbkpyDaNTXV8MrBm0KknSxPWZpP5IkmuB57emN1fVtwetSpI0cX1v1vct4LKBa5EkTRHvxSRJ6mRASJI6zRoQSZYkuX2+ipEkTY9ZA6KqHgO+nuTQeapHkjQl+hxi2ge4LcnVSS6bec21U5JDklyT5KtJbktyZmvfN8lVSe5o7/u09iQ5N8mGJDcnOWrnfpokaWf0OYvp7U/ws7cCb6qqLyV5OnBjkquA1wJXV9W7kqxhdE3Fm4HjgSPa658B57V3SdIEzDmCqKrrgLuAPdryDcCcz4Koqm/NPDOiqh4CvgYcBJwIrGvd1gEnteUTgQtq5AvA0iQH7tjPkSTtKn1u1vcfgIuBP29NBwGf2JEvSbIceC5wPXBAu64C4NvAAWOfu3Fst02tTZI0AX3mIM4AXgh8F6Cq7gCe0fcLkjwN+BjwW1X13fFtVVWMHj7UW5LVSdYnWb9ly5Yd2VWStAP6BMT3q+oHMytJdqfnH/UkezAKhw9X1cdb870zh47a++bWfg9wyNjuB7e2n1BVa6tqRVWtWLZsWZ8yJElPQJ+AuC7JW4G9krwU+Cjwybl2ShLgfOBrVTX+yNLLgJVteSVw6Vj76e1spmOAB8cORUmS5lmfs5jWAKuAW4DfBK4A/qLHfi8EXgPckuTLre2twLuAi5KsAu4GTm3brgBeAWwAHgVe1/M3SJIG0Oduro+3hwRdz+jQ0tfb3MFc+/0do9uDdzmuo38xmu+QJE2BOQMiySuBPwO+wegP/mFJfrOq/vfQxUmSJqfPIab3AC+pqg0ASf4RcDlgQEjSAtZnkvqhmXBo7gQeGqgeSdKU2O4IIsnJbXF9kiuAixjNQZzC6GpqSdICNtshpn81tnwv8M/b8hZgr8EqkiRNhe0GRFV5mqkkLWJ9zmI6DHgjsHy8f1WdMFxZkqRJ63MW0ycYXRH9SeDxYcuRJE2LPgHxvao6d/BKJElTpU9A/HGSs4Erge/PNM4860GStDD1CYhnM7qn0rH8+BBTtXVJ0gLVJyBOAQ4fv+W3JGnh63Ml9a3A0qELkSRNlz4jiKXA7Ulu4CfnIDzNVZIWsD4BcfbgVUiSpk6f50FcNx+FSJKmS58rqR/ix8+g3hPYA3ikqv7BkIVJkiarzwji6TPL7TnTJwLHDFmUJGny+pzF9CM18gngZQPVI0maEn0OMZ08trobsAL43mAVSZKmQp+zmMafC7EVuIvRYSZJ0gLWZw7C50JI0iI02yNH3zHLflVV5wxQjyRpSsw2gniko+2pwCpgP8CAkKQFbLZHjr5nZjnJ04EzgdcBFwLv2d5+kqSFYdY5iCT7AmcBpwHrgKOq6v75KEySNFmzzUH8AXAysBZ4dlU9PG9VSZImbrYL5d4E/EPgbcD/TfLd9nooyXfnpzxJ0qTMNgexQ1dZS5IWFkNAktTJgJAkdTIgJEmdDAhJUqfBAiLJB5NsTnLrWNu+Sa5Kckd736e1J8m5STYkuTnJUUPVJUnqZ8gRxIeAl2/Ttga4uqqOAK5u6wDHA0e012rgvAHrkiT1MFhAVNVngb/fpvlERldk095PGmu/oD2Q6AvA0iQHDlWbJGlu8z0HcUBVfastfxs4oC0fBGwc67eptf2UJKuTrE+yfsuWLcNVKkmL3MQmqauqgHoC+62tqhVVtWLZsmUDVCZJgvkPiHtnDh21982t/R7gkLF+B7c2SdKEzHdAXAasbMsrgUvH2k9vZzMdAzw4dihKkjQBfZ5J/YQk+Qjwq8D+STYBZwPvAi5Ksgq4Gzi1db8CeAWwAXiU0XMnJEkTNFhAVNVvbGfTcR19CzhjqFokSTvOK6klSZ0MCElSJwNCktTJgJAkdTIgJEmdDAhJUicDQpLUyYCQJHUyICRJnQwISVInA0KS1MmAkCR1MiAkSZ0MCElSJwNCktTJgJAkdTIgJEmdDAhJUicDQpLUyYCQJHUyICRJnQwISVInA0KS1MmAkCR1MiAkSZ0MCElSJwNCktTJgJAkdTIgJEmdDAhJUicDQpLUyYCQJHWaqoBI8vIkX0+yIcmaSdcjSYvZ1AREkiXAnwLHA88CfiPJsyZblSQtXlMTEMDRwIaqurOqfgBcCJw44ZokadGapoA4CNg4tr6ptUmSJmD3SRewo5KsBla31YeTfH2S9Sww+wPfmXQR0yB/uHLSJegn+W9zxtnZFZ/yc306TVNA3AMcMrZ+cGv7CVW1Flg7X0UtJknWV9WKSdchbct/m5MxTYeYbgCOSHJYkj2BXwcum3BNkrRoTc0Ioqq2JnkD8GlgCfDBqrptwmVJ0qI1NQEBUFVXAFdMuo5FzEN3mlb+25yAVNWka5AkTaFpmoOQJE0RA0Le4kRTK8kHk2xOcuuka1mMDIhFzlucaMp9CHj5pItYrAwIeYsTTa2q+izw95OuY7EyIOQtTiR1MiAkSZ0MCPW6xYmkxceAkLc4kdTJgFjkqmorMHOLk68BF3mLE02LJB8BPg88M8mmJKsmXdNi4pXUkqROjiAkSZ0MCElSJwNCktTJgJAkdTIgJEmdDAgtekkeS/LlJLcl+UqSNyXZrW1bkeTcOfZ/bZL37+B3vnVnapbmg6e5atFL8nBVPa0tPwP4K+BzVXV2z/1fC6yoqjc8ke+UppUjCGlMVW0GVgNvyMivJvkUQJKjk3w+yU1J/k+SZ47tekiSa5PckeRHwZLk3yX5Yhuh/HmSJUneBezV2j48S78lST6U5NYktyT5T/P530KaqmdSS9Ogqu5sz8l4xjabbgd+paq2Jvk14J3Av2nbjgZ+EXgUuCHJ5cAjwKuBF1bVD5N8ADitqtYkeUNVHQmQ5Be6+gG3AQdV1S+2fkuH/N3StgwIqb+9gXVJjgAK2GNs21VVdR9Ako8DLwK2As9jFBgAewGbOz73uO30+yRweJI/AS4HrhzgN0nbZUBI20hyOPAYoz/SvzC26Rzgmqr610mWA9eObdt2Mq+AAOuq6i1zfeX2+iV5DvAy4PXAqcC/7/1DpJ3kHIQ0Jsky4M+A99dPn8GxNz++Ffprt9n20iT7JtkLOAn4HHA18Ko28U3b/nOt/w+TzIxAOvsl2R/Yrao+BrwNOGqX/VCpB0cQUpswZnTIaCvwP4H3dvT7H4wOMb2N0SGfcV8EPsboeRr/q6rWA7S+V7bTZn8InAHcDawFbk7ypao6bTv9/h/wlzOn3AJzjUSkXcrTXCVJnTzEJEnqZEBIkjoZEJKkTgaEJKmTASFJ6mRASJI6GRCSpE4GhCSp0/8HSwcxzTqFhPkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Target分布情况\n",
    "sns.countplot(train['Target'])\n",
    "plt.xlabel('Diabetes')\n",
    "plt.ylabel('Number of occurrences')\n",
    "#只有0和1两种类别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of peaple')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#怀孕次数\n",
    "sns.countplot(train['pregnants'])\n",
    "plt.xlabel('Number of pregnants')\n",
    "plt.ylabel('Number of peaple')  #老师这里写的不对\n",
    "#怀孕17次的，估计也是人类生理极限了..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fe4c24940>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tCElSpSFvQUTELsBVwE5AApdk5oURMQm4DpgOPAoclZlPDXV+UjvY8tJwUEcLYgPw95k5C3g7cFJEzAJOB27LzN2B28plSVJNhrwFkZmPA4+Xz5+NiBXAVOBw4N3lZlcCtwOfH+r8NHj8Vi1tXWodg4iI6cAc4G5gp7J4AKym6IKSJNWktrOYImI74LvAqZn5u4h4+bXMzIjIzex3InAiwLRp04YiVQ0Tc0+7qt/Xvz9hiBKRthK1tCAiYgxFcbgmM79Xrn4iInYuX98ZWFO1b2Zekpndmdk9ZcqUoUlYkkagOs5iCuByYEVmfq3PSzcCxwJfLh9vGOrc6mC/vKROVUcX0zuBvwbuj4il5bp/pCgM346IE4DfAEfVkJskqVTHWUz/DsRmXp43lLlIWwtbmqqDV1JLkipZICRJlSwQkqRKzuaqrVbd/fL9XVfhNRUaDmxBSJIqWSAkSZXsYpKGoS1NK7L4vI8NUSbamtmCkCRVskBIkipZICRJlSwQkqRKFghJUiULhCSpkgVCklTJ6yCkDjDUt0Ote5oSbR1sQUiSKlkgJEmVLBCSpEoWCElSJQuEJKmSZzFJall/Z0V5RtTWyxaEJKmSBUKSVMkCIUmq5BiEpCHV7rvdbfkq9PP6fd0xks2zBSFJqmQLQtIWDeVcUc4T1TlsQUiSKlkgJEmVLBCSpEodNQYREfOBC4FRwGWZ+eWaU5KkVxlJYyQd04KIiFHA/wLeC8wCjomIWfVmJUkjVye1IPYBHs7MXwNExLXA4cDyWrOSpEHS7tZIu+N1TAsCmAqs7LPcU66TJNUgMrPuHACIiA8B8zPz4+XyXwP7ZuanNtnuRODEcnEm8GAD4XcEnmxjuu2M18m5tTteJ+fW7nidnFunx+vk3Nodr67cXp+ZU7a0USd1Ma0Cdumz3FWue5XMvAS4ZCCBI2JRZna3lt7gxOvk3Nodr5Nza3e8Ts6t0+N1cm7tjtfJuUFndTH9HNg9ImZExFjgaODGmnOSpBGrY1oQmbkhIj4F3EJxmus3M/OBmtOSpBGrYwoEQGb+CPjRIIQeUJfUEMfr5NzaHa+Tc2t3vE7OrdPjdXJu7Y7Xybl1ziC1JKmzdNIYhCSpgwzrAhER8yPiwYh4OCJOb0O8b0bEmohY1oZYu0TEzyJieUQ8EBGntBhvXEQsjIh7y3hntyHHURFxT0Tc1IZYj0bE/RGxNCIWtSHexIi4PiJ+ERErImK/JuPMLHPq/fldRJzaYm5/V/4fLIuIBRExrsV4p5SxHmgmt6r3bURMioifRMRD5eMOLcT6cJnbHyNiQGfQbCbeeeX/630R8f2ImNhivP9WxloaEbdGxOuajdXntb+PiIyIHVvM7ayIWNXn/XdIi/Gu6xPr0YhY2mi8Spk5LH8oBrp/BbwBGAvcC8xqMeYBwN7AsjbktzOwd/l8AvDLVvIDAtiufD4GuBt4e4s5fgb4Z+CmNvy+jwI7tvH/90rg4+XzscDENr1nVlOcI95sjKnAI8D4cvnbwHEtxHsLsAzYhmLM8KfAbgOM8SfvW+B/AKeXz08Hzm0h1psprkm6HehuQ27/GRhdPj+30dz6ifdnfZ5/GvjfzcYq1+9CcTLNbwbynt5MbmcBn23yvdHv3yPgq8AZzb73MnNYtyBenrojM18EeqfuaFpm3gH8th3JZebjmbmkfP4ssIIWrhzPwu/LxTHlT9MDTBHRBRwKXNZsjMESEdtTfDguB8jMFzPz6TaEngf8KjN/02Kc0cD4iBhN8Yf9/7UQ683A3Zm5PjM3AP8KfGAgATbzvj2coshSPh7RbKzMXJGZjVyw2mi8W8vfFeAuimuiWon3uz6L29Lg56Kfz/v5wOcajdNAvKb0Fy8iAjgKWNDKMYZzgdhqpu6IiOnAHIpv/a3EGVU2KdcAP8nMVuJdQPEh+GMrOfWRwK0Rsbi8Gr4VM4C1wLfKLrDLImLb1lPkaFr8QGXmKuArwGPA48AzmXlrCyGXAe+KiMkRsQ1wCK++oLRZO2Xm4+Xz1cBObYg5GI4HftxqkIj4UkSsBD4CnNFCnMOBVZl5b6s59fGpsgvsm4129TXgXcATmflQK0GGc4HYKkTEdsB3gVM3+aYzYJm5MTNnU3zj2ici3tJkTu8D1mTm4lby2cT+mbk3xWy9J0XEAS3EGk3RtL44M+cAz1F0kzStvDjzMOA7LcbZgeLb+QzgdcC2EfHRZuNl5gqKbpZbgZuBpcDGVnKsOEbSQmtzsETEF4ANwDWtxsrML2TmLmWsT21p+83ksw3wj7RQYCpcDOwKzKb4QvHVNsU9hha/7MDwLhANTd1Rp4gYQ1EcrsnM77Urbtnd8jNgfpMh3gkcFhGPUnTNHRgR/9RiTqvKxzXA9ym6AJvVA/T0aSFdT1EwWvFeYElmPtFinIOARzJzbWa+BHwPeEcrATPz8sycm5kHAE9RjFe16omI2BmgfFzThphtExHHAe8DPlIWsHa5Bvhgk/vuSlH47y0/G13Akoj482aTycwnyi92fwQupbXPBQBl1+YHgOtajTWcC0RHT91R9hFeDqzIzK+1Id6U3rM9ImI88JfAL5qJlZn/kJldmTmd4t/tXzKz6W/BEbFtREzofU4xCNn0mWCZuRpYGREzy1XzaH1a+LZ846LoWnp7RGxT/h/PoxhfalpEvLZ8nEbxwf/nlrMsPgvHls+PBW5oQ8y2iOLGYZ8DDsvM9W2It3ufxcNp/nNxf2a+NjOnl5+NHooTTVa3kNvOfRaPpIXPRR8HAb/IzJ6WI7Uywt3pPxT9tb+kOJvpC22It4CiGfgSxZvjhBZi7U/RrL+PottgKXBIC/HeCtxTxltGi2cv9In7blo8i4niTLJ7y58H2vR/MRtYVP6+PwB2aCHWtsA6YPs2/ZudTfFHaBlwNfCfWoz3bxQF8F5gXhP7/8n7FpgM3AY8RHFm1KQWYh1ZPv8D8ARwS4u5PUwxftj7uWjorKN+4n23/L+4D/ghMLXZWJu8/igDO4upKrergfvL3G4Edm4lXrn+CuC/tuO97JXUkqRKw7mLSZLUAguEJKmSBUKSVMkCIUmqZIGQJFWyQEgdKiJmD2R2T6ndLBDSZkTEqJpTmE1xLY9UCwuERqSImF7ec+CaKO4ncX159fOjEXFuRCwBPhwRu0bEzeUkg/8WEW8q9981Iu6K4h4X/z0ifl+uf3dE3B6v3KvimvKKaiLijIj4eRT3drikz/rby2MujIhfRsS7yqv/zwH+qpzb/68i4i/6zPV/T+/V6dJgsUBoJJsJfCMz3wz8Dvjbcv26zNw7M6+luMfvyZk5F/gs8I1ymwuBCzNzT4qrWPuaA5wKzKK4ivyd5fqLMvNtmfkWYDzFXEO9RmfmPuV+Z2YxRf0ZwHWZOTszryuPf1IWEzK+C3i+Pf8MUjULhEaylZl5Z/n8nyimP4FykrNypt13AN8pp1H/PxQ3egLYj1dmft10bqSFmdmTxQRsS4Hp5fr3RMTdEXE/cCCwR599eidrXNxn+03dCXwtIj5NcYOkDZvZTmqL0XUnINVo03lmepefKx9fAzxdfmMfiD/0eb4RGB3FbUe/QXHHtZURcRYwrmKfjWzmc5mZX46I/0sxLnFnRBycmU1NPCc1whaERrJp8cq9rP8L8O99X8zi/hyPRMSHoZiBNyL2Kl++i1emjT66gWP1FoMny5bJhxrY51mK29FSHn/XLGYUPZdituI3NRBDapoFQiPZgxQ3L1oB7EBx85ZNfQQ4ISJ6Z6LtvW3tqcBnIuI+YDfgmf4OlMU9Oi6lmFX0Foo/8FvyM2BW7yA1cGo5wH0fxQyeLd9pTeqPs7lqRCpv83pTOWDczP7bAM9nZkbE0cAxmdnSPc+lTuMYhNScucBF5amqT1PcO1kaVmxBSJIqOQYhSapkgZAkVbJASJIqWSAkSZUsEJKkShYISVKl/w8/8lEc9/cTUgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#计数条状图看一下怀孕次数与糖尿病发病之间的关系\n",
    "sns.countplot(x=\"pregnants\", hue=\"Target\",data=train)\n",
    "#总结来看怀孕次数少的发病比例低很多，怀孕次数高的发病比例很高，可以可能有一定的关系，但是也可能是年龄导致的，怀孕次数多的，年龄很可能大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fe49ed6d8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#那么再看以下年龄的\n",
    "sns.countplot(x=\"Age\", hue=\"Target\",data=train)\n",
    "#确实也是年龄越大，发病率越高些"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fe5024978>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ofKHdS90x6HVca9dSOo/B5WIvbW1PS/LBdm33nUluTnJxW3ZWkn9vF0K7ZfbUfGmSGfQ63m1mcB33/wK+l+Qs4PeAdcAG4I0Mrks0e+2lvwcurqqzgKuBK8dRtLQYI/txcGlKbGFwYTYYnJq+hcH74pNV9XPggSS3tuVnAC8Cdg4uX8IJDC5BK000g17HrSQrGFyB89eTFIPgLh6/Bs6THgLcWVUvPUYlSkPh0I2OZxcD/1JVz6uqdVW1lsEvNT0E/H4bq18FnN/W3wvMJHlsKCfJC8dRuLQYBr2OZ1t48t77p4FfYXCN97uAf2Xw048PV9XPGHw4vDfJ14Dbgd88duVKS+PVK6UjSPKsqvpxu0Tul4CXteu+S1PHMXrpyG5qPxbzDOCvDHlNM/foJalzjtFLUucMeknqnEEvSZ0z6CWpcwa9JHXOoJekzv0fyw3wLeVWmWkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#再看看年龄的分布\n",
    "fig = plt.figure()\n",
    "sns.distplot(train.Age, kde = False)\n",
    "#看出采样数据在各个年龄段也是不均匀的，主要采集的是20+～40岁的------------------如何消除这个影响？？？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of occurrences')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plasma_glucose_concentration存在少量0值，应该删除或者用std之替换\n",
    "fig = plt.figure()\n",
    "sns.distplot(train.Plasma_glucose_concentration, kde = True)\n",
    "plt.xlabel('Plasma_glucose_concentration')\n",
    "plt.ylabel('Number of occurrences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'number')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#先看看Plasma_glucose_concentration分布\n",
    "fig = plt.figure()\n",
    "sns.distplot(train.Plasma_glucose_concentration, kde = True)\n",
    "plt.xlabel('Plasma_glucose_concentration')\n",
    "plt.ylabel('number')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#和Targe的关系\n",
    "sns.violinplot(x='Target', y='Plasma_glucose_concentration', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('Plasma_glucose_concentration', fontsize=12)\n",
    "plt.show()\n",
    "#没发病的数值较为集中在100左右，发病的在数值区域分布较大区间且整体高于未发病的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#blood_pressure分布，有部分0值应该为缺失数据\n",
    "fig = plt.figure()\n",
    "sns.distplot(train.blood_pressure, kde = True)\n",
    "plt.xlabel('blood_pressure')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#箱形图-----------存在异常点，特征工程中需要处理\n",
    "sns.boxplot(data=train['blood_pressure']); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#血压和发病的关系，hue是色调代表的变量\n",
    "sns.set(style=\"whitegrid\")\n",
    "sns.violinplot(x='Target', y='blood_pressure', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('blood_pressure', fontsize=12)\n",
    "plt.show()\n",
    "#从图中看 发病人群血压略高一些"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Y')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Triceps_skin_fold_thickness分布情况\n",
    "fig = plt.figure()\n",
    "sns.distplot(train.Triceps_skin_fold_thickness, kde = True)\n",
    "plt.xlabel('Triceps_skin_fold_thickness')\n",
    "plt.ylabel('Y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Triceps_skin_fold_thickness和Targe的关系\n",
    "sns.violinplot(x='Target', y='Triceps_skin_fold_thickness', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('Triceps_skin_fold_thickness', fontsize=12)\n",
    "plt.show()\n",
    "#发病人群Tsft指数高于未发病人群"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###Diabetes_pedigree_function，糖尿病家系作用\n",
    "#分布\n",
    "fig = plt.figure()\n",
    "sns.distplot(train.Diabetes_pedigree_function, kde = True)\n",
    "plt.xlabel('Diabetes_pedigree_function')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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t/UIIMW8ikV5VnpoMzj/17t27azwvLy9HdHQ0OnfubPCgrBklD0Isi7W2PDgnj+orwYHK1eCBgYF4/fXXDR2TVauePNRqtdV+qyHEUljr32i9P/WWLVt0pdMXL14MX19fkwRlzaqPeZSVlTW6JAwhxDSsteVR75jHqlWrdI/rGjAnhld9thXNvCLE/Flr8qi35dG8eXMsW7YMbdq0gVqtrjXuUeWll14ySnDWqPoiQVowSIj5o+RRh1WrVmHjxo04cOAA1Gp1rXEPoLK2FSUPw1GpVLrHVOeKEPNHyaMOLVu2xBdffAEAmDRpEn7++ed6L1a1tzlpvOol2Sl5EGL+rHU/D87rPBpKHAAwbNiwJwqG0GZQhFgaSh4GQB98hBBiHQyaPKw1AxtS9f5Ta+1LJcSSWOuXZussB2nGKHkQYlmsdfdPSh5mpvpqVbFYzGMkhBAuqs+QtCY05mFmqicPankQYv6sdT2WXslDpVIhJiYGkZGRACrrMFWvxVR1nDRe9YRhrTVzCLEk1loJgvOn040bNzB9+nRIJBJkZmZi2LBhuHDhAv744w98/fXXAABPT0+jBWotqicPa92hjBBLUlJSwncIvOD86bRw4UK8//77iIqK0n0j7tatGy5evGi04KxR9YRB3VaEmKfqg+RFRUU8RsIfzskjOTkZoaGhAP6dkmtjYwOlUmmcyAghxEwVFhbqHufn5/MYCX84Jw9vb2/ExcXVOBYbG4sWLVoYPChSiSYgEGKecnJy6nxsTTiPeXzwwQeYNm0axo0bB5VKhQ0bNmDHjh34/PPPOb0/PDwchw4dQmpqKvbt24d27drVOmfNmjXYtm0b3NzcAABdunTBggULuIbYJFSvbVX9MSHEfGRlZekeZ2Zm8hgJfzgnj379+mHjxo349ddf0a1bN6SmpmLNmjUICAjg9P4BAwZg4sSJePXVV+s9b9SoUZg9ezbXsJqc6n2pVBiREPOUnp4OAPBQiJCWlsZzNPzQay7oU089hYULFzbqRkFBQY16n7WhkuyEmL/79+9DIRXBWyHG9fv3wLKs1ZVn4pw8KioqsHbtWuzfvx/5+fm4ePEiTp06hTt37ui2qjWEAwcO4NSpU3B1dcV7772HwMBAvd7/6LiMpUlNTdU9vnLlClxcXHiMhhBSl4SEeLjLBXC3FeFiRhGOHTsGBwcHvsMyKc7JY8mSJcjMzMSKFSswdepUAEDbtm2xdOlSgyWPcePG4e2334ZYLMbff/+Nd955B5GRkXBycuJ8jYCAAEilUoPEw4fz58/rHrdv3572jSfEzKhUKjx8+BDdPaTwsK38CLW1tUXXrl15jqxxlEplo750c55tdeTIEXz11VcIDAzUrUVwd3c36GCRq6urrp5Tr1694OnpiZs3bxrs+paAxjwIMW8pKSlQqzXwsRPDQyGGgKlcRG1tOCcPsVhcq3pkbm4uHB0dDRZM9USUmJiI1NRUtGzZ0mDXtwTVf8c024oQ85OYmAgA8LYTQyJk4KEQ4/r1RJ6jMj3O3VZDhgzB7Nmz8cknnwConKq2ZMkSDB8+nNP7Fy9ejOjoaGRnZ2Py5MlwdHTEgQMHMHXqVLz//vt45plnsHLlSsTHx0MgEEAsFmP58uVwdXVt3E9moaqv7aB1HoSYn7i4ODjJRXCQVlaAaGEnxsXrN6BSqayqEjbn5DFz5kysWLECI0eORFlZGUJCQjBmzBi8++67nN4/b948zJs3r9bx77//Xvc4PDycaziEEGJyWq0WcdeuoY39vx+dvg5inE0rxY0bNzgvXWgKOCUPrVaLixcv4r///S/mzp2L3NxcODk5Wd3UNFOoXtuKCiMSYl5u376N4pIStPSx1x3zc5CAYYCrV69aVfLg9OkkEAjwzjvvQCKRAACcnZ0pcRgJJQ9CzNfVq1cBAK0cJbiSWYYrmWWQiwXwUohx5cplnqMzLc6fTt26dcOVK1eMGQsBbUNLiDm7fPky3GzFsJMIcTmzDJczywBUJpOkpJtWVZ6d85iHl5cXpk6digEDBsDDw6NGy+ODDz4wSnDWiFoehJgnpVKJhPh4dHWT1HqttaMEJ++XIC4uDj169OAhOtPjnDyUSiUGDhwIwHoLgZkC7edBiHlKTEyESq1GKydFrdd87MUQCwW4cuUKJY9HLV261JhxkH9Qa4MQ8xQbGwsBw8DXofZ0XJGAQQt7Ea5etZ6ufc7J4/79+3Uel0gkcHV1pQ89A6GFgYSYp9jYWHjbiSEV1v1Z19JBgiN3HiA/P9+gi6fNFefkMWjQIN04x6MVJAUCAfr3748FCxZQIb8nVD15PLqinxDCD6VSieTkZPT0fHzdvKoWSWJiIoKDg00VGm84Nxc+//xzjBgxAocOHUJsbCyioqIQGhqKBQsWYO/evVCr1QgLCzNmrFahekn26o8JIfxJTk6GRqNBc/vHryD3VIghFDC68iVNHeeWx5o1a3D48GFdxVpfX18sWLAAISEhOHHiBJYtW4bBgwcbLVBrUV5eXudjQgh/qgq0ets9PnmIBAw8bUVItpJirpxbHlqtFg8ePKhxLC0tTdfNIpfLqZvFAEpLS+t8TAjhz+3bt2EnFcFOUv8MSHdbEW7fvmUVdek4tzwmTZqESZMm4cUXX4SHhwcyMjLw+++/Y+LEiQCAEydOoHPnzkYL1FoUFxeDEcnAqstRXFzMdziEEAB3796Fm7zh79pVm0Pl5uaiWbNmJoiMP5yTx9SpU+Hv74+oqCjEx8fD1dUVX3zxBfr06QMAGDhwoG4dCGm8gsJCCCR20KjLUVRUxHc4hFg9lmWRlpqKjs0aXnfVTF55zoMHDyh5VNenTx9dsiDGUVBQAIHEHZrShygoKOA7HEKsXmFhIcqVSjjL7Bo811le+ZFqDQup600e69atw/Tp0wEA33zzzWPPo/IkhqFWq1FSXAyJiy+EYhny8/P5DokQq5ednQ0AsJc23G1lJxGAAZCTk2PkqPhXb/LIyMio8zExjqqWBiOSgxFS8iDEHOTl5QGoTAwNEQkY2EhEyM3NNXZYvKs3eSxatEj3mMqTGF/VP1JGJAMrlFnFP0BCzF3VlzpbMbfJqTZixiq6nOtNHo8rSfKo5s2bGyQYa1fV0hCI5GBEMuT+k0wIIfypmrgi55g85EJYxWSXepNHVUmSR8uRPPrcWlZUGpuu5SGUghHKUJD/oNbvmhBiWsXFxWAASIXc/g7lYgGKiwqNG5QZqDd5XL9+Xff4t99+w+nTp/Hee+/By8sLaWlpWLt2rVXUcDGV6t1WApEMSrUaJSUlUChql4AmhJhGcXExZGIhBBy/xMlFDLKtveVR3TfffIPo6GjIZDIAgJ+fH8LCwhASEoIXXnjBaAFak7y8PAiEEjACERiRTHeMkgch/CkqKuLcZQUAMpEAxflNf0dBvcqTpKam1jhWvTwJeXL5+fkQ/JM0qpIHzbgihF8FBQWw0WNfNluxAEplRZOvTce55fH6669j0qRJeOGFF2qUJ5k0aZIx47MqeXl5YIWVhScZkRwAJQ9C+JaXmwsFh2m6VRT/tFLy8/Ph4eFhrLB4xzl5TJkyBe3atUNUVBQSEhLg6uqKJUuW0IpzA8rOztEljaoWiDUsNiLEXLEsi4cPH+IZJ+7Jo2ox4cOHDyl5VKHyJMbDsixyc3PA2LWqPCCoHPug5EEIfwoKClBWXg5necOlSapUlShJS0vDM888Y6zQeMc5nVZUVGDVqlUYMGAAunbtCgA4deoUtmzZYrTgrElBQQFUKhUEYlsAAMMwEEpskJWVxXNkhFivO3fuAABc9Rj0cJAKIBEKdO9tqjgnjyVLliApKQkrVqzQrTto27Yttm/f3uB7w8PD0b9/f/j7+yMpKanOczQaDRYtWoSBAwdi0KBB2LVrF9fQmoT09HQAgEDy78wqVqRAamoaXyERYvWqPq+86tkE6lEChoGnQoSkGzeMFZZZ4NxtdeTIEURHR8PGxgYCQWXOcXd351Q9csCAAZg4cSJeffXVx56zb98+3Lt3D9HR0cjPz8eoUaMQHBwMHx8friFatKqNtjTKArBqJcSOLSGQ2CEtLQUajQZCoR7TPQghBhF79SrcbMWQi7iPeQBAc3sRTt+6hZKSEtja2hopOn5x/o2IxeJaOwXm5ubC0dGxwfcGBQXB09Oz3nMiIyMxZswYCAQCODs7Y+DAgYiKiuIansW7c+cOGIEI6qI0qApuAwCEUgeoVBVUlJIQHpSVlSE+IR6tHbm3Oqq0cZJCq9XiypUrRojMPHBueQwZMgSzZ8/GJ598AgDIysrCkiVLMHz4cIMEkp6eDi8vL91zT0/PRn1oxsXFGSQeU7ty5SoEUgeg2iJWgcwJQGWrLyAggKfICLFOsbGxUKs18G8m1fu9ze3EsBELsW/fPt3C6qaGc/KYOXMmVqxYgZEjR6KsrAwhISEYM2YM3n33XWPGp7eAgABIpfr/z+aTRqNBRkY6BLZ+0Cr/LYYokDqAEQihUql0kxQIIaYREREBR5kILez1b3kIBQwCXCS4fOMG/P39zbpKhFKpbNSXbs7dVhKJBHPnzsXly5dx+vRpXLp0CXPnzoVEItH7pnXx9PREWtq/g8Pp6elNeo50dSkpKaioqIBQ7lzjOMMIIJA5Iz4hgafICLFOaWlpuHLlCjq5STnXtHpUZw85VGo1jhw5YuDozINeo0B37tzBunXrsGbNGqxfv96gU9GGDBmCXbt2QavVIjc3F0eOHEFISIjBrm/O4uPjAQBCG9darwnlLrh963aTL3VAiDnZu3cvBAwQ5Clv9DW8FGL4Okiwb+/eWuPFTQHn5LFv3z6MHj0aN27cgFwuR1JSEkaPHo19+/Y1+N7FixejT58+yMjIwOTJk3XjJFOnTsW1a9cAAKGhofDx8cHgwYPx8ssv491337WafULi4uIglCp0azyqE9q4QavVUNl7QkwkNzcX0dHR6OgqhZ3kyWY5BnvLkfXwIf766y/DBGdGOI95fP311/juu+/QrVs33bGYmBh8/PHHeP755+t977x58zBv3rxax7///nvdY6FQWGPnQmuh0WgQG3sNAplbna8LbVzAMALExsYiMDDQxNERYn127doFjVqN3s3tn/ha/s5SeCrE2LF9O/r27QuRSK+iHmaNc8ujpKQEnTt3rnGsU6dOKC0tNXhQ1iQlJQWlpSUQ2rrX+TojEEMgd8aVq1dNHBkh1ictLQ0HDx5EZ3eZrszIk2AYBs+1sEVGZmaTW3rAOXlMnjwZK1euhFKpBACUl5dj1apVmDx5stGCswZV88CFNnUnj6rXbiUno7i42FRhEWKVfv75JwjBop+v4Rb2tXOWwM9Rgm1btzapv2HOqXXbtm3Izs7GL7/8Ant7exQWFoJlWbi6utYoUdIU+/aM6dKlyxDKHCEQP35gTmjrgYrseFy9ehW9evUyYXSEWI+rV6/i9Okz6Odr+8RjHdUxDIOQlgp8dzkX27dvx9SpUw12bT5xTh5ffvmlMeOwSmVlZUhISIDAoU295wnlzSAQSnDx4kVKHoQYgUqlwvp16+AkF+E/PoYvJ+KpEKOrhxz79+/HoEGD4OfnZ/B7mBrn5NG9e/cGz3nrrbc4nUcqXb58GRqNGhKFV73nMYwAAht3nD9/AVqtVldbjBBiGBEREXiQmopXnnKEWNC4dR0N6e+nQEJOBb5duxbLwsMt/u/YoNHHxMQY8nJN3pkzZyAQSSG0cWnwXJGdNwoK8nGjiVfqJMTUsrKysGP7drRvJm1UKRKubMQCDPKzReL1601i4aBlpz4LVl5ejjNnzkKo8AbDNPy/QaTwBiMQ4sSJEyaIjhDrwLIs1q9fB1ajxpBW3Dd8aqzO7jL4Okiw6ccfUVBQYPT7GRMlD56cOXMGSmU5RPa+nM5nhGIIbb1w7K+/UFFRYeToCLEOZ8+exYULMXiuhQ0cZcbf9oBhGAxvbYfS0lL8+OOPRr+fMVHy4ElkZCSEUjsIbepeHFgXsWNrlBQX4/Tp00aMjBDrUFZWhu82rIe7Qowe3jYmu6+brQj/8Zbj6NGjFlsFHDBw8mBZ1pCXa7KSkpJw/fp1iBza6HZl5EJo6w6h1B5//LGHfteEPKGdO3ciOycXw1srIGxk8cOXm/gYAAAgAElEQVTG6tNCAUeZCN9+uxZqtdqk9zYUgyaPt99+25CXa7J2794NgUgCsWMrvd7HMAxETv64ffsWrtKKc0IaLTU1FXv27EFndxla2BumMrg+JEIGIS1tcf/+A0RGRpr8/obAOXls2rRJV5zvypUreO6559C/f39cvnxZd860adMMH2ETc/v2bZw5cwYix7ZghPrvEyB28INQbIOtW7dS64OQRtq4cSNEDIsBfo3bZ4NlWRQpNcguVeNCemmj/hbbN5Oi1T8rzy1x8Jxz8vjpp590+4l/9dVXeP311zF9+nQsWbLEaME1RVu2bIFAJIHE2b9R72cEQoiaPYXr16/j4sWLBo6OkKYvNjYWMTEx6O1j0+iV5DHpZcgt16JExeJAchFi0sv0vgbDMBjSyg6lZaX49ddfGxUHnzgnj6KiItjZ2aG4uBg3btzAa6+9hjFjxiAlJcWY8TUpCQkJuHDhAkRO7cEIG99UFju2hFCqwM8/b4ZWqzVghIQ0bSzL4qdNm+AgEz3RIPmNXGW9z7lysxWhs5sMBw4cQGZmZqPj4QPn5OHp6YlLly4hMjISQUFBEAqFKC4uhlBo/OltTQHLsvjpp58gFMshcW73RNdiGCHEzQJw504KTp48aaAICWn6Lly4gJvJyejb3OaJVpKrtGy9z/XRz1cBhtVaXOuDc/L4+OOP8f7772P9+vV45513AADHjh3DM888Y7TgmpKLFy8iMTERomZPgxE8ealnkb0vhDJH/PLLLxY7W4MQU2JZFju2b4eTXIRObjK+w9GxlwoR6C7Dn0eOICsri+9wOOOcPPr27YtTp07h6NGjCAgIAFC5dey6deuMFlxTwbIsNv/yC4RSBcSOLQ1yTYZhIHF5BpmZmfjzzz8Nck1CmrL4+HjcTE5GL285hEaqX9VYzza3BctqOe3Mai70mqp769YtrF27FmFhYQCAe/fu4datW0YJrCmJiYlByu3bEDs/BYYxXDefUOEFodwZO3f+Sq0PQhoQEREBG7EQndwavy+5sThIhXjKRYpDh6IsZoM9zsnj4MGDePXVV5GZmYk9e/YAAEpLS7Fs2TKjBddU7Nz5K4QSBUQOfga9LsMwkDR7Gg8fZuHUqVMGvTYhTUlOTg7OnTuHLu5SiIXm1eqo0sPLBmVl5RZTv45z8li9ejV++uknhIWF6QbJ27dvj+vXrxstuKYgMTERN25ch8ipHacCiPoSKrwglDlg9+7faN0HIY9x+PBhsCyLLh7m1+qo4mMnhputGIcsZLtazp9mubm58PevXJtQVVKDYRi9ymtYo4iICAhEUr1Xk3PFMAzETv64e/eORdfJIcRYWJbFn0eOoKWjxCD7khsLwzDo4i5D8q1buHv3Lt/hNIhz8nj66acRERFR49iBAwfQsWNHgwfVVGRnZ+PMmTMQ2rc0yAyrxxHZt4BAJMXevXuNdg9CLNX169eRkZlpVjOsHifAVQYBw+Do0aN8h9Igzp9on376Kd58803s3r0bpaWlePPNN5GSkmLxZYWN6eDBg9BqtZA71b/N7JNiBCKIHFrh3LlzyMrKgpsb90q9hDR1R48ehVgoQAcX4230ZCgKiQBtnCT469gxTJw40azX0XFuebRu3RoHDx7E+PHj8eGHH+KFF17Avn37msRevMagUqlwMCoKIoUXBBJu9XNYloVWVQatshAVecl6jWGIndqAZYEoC+kvJcQUVCoVTp48gfbOEkiFlrEDRUc3GXLz8sy+G5rzb3Px4sWQy+UYNmwYpkyZguHDh8PW1hZffPGFMeOzWCdOnEBRYSHETtxXk6vyk8GqisFqlFBmxECVn8z5vQKxLUR23og8eBDl5eWNCZmQJufs2bMoKSlFJ3fz77Kq4u8shUwsxOHDh/kOpV6ck8fvv/9e53HqZ6+NZVn88cceCGUOENq6c36fuiit3ucNETu3Q0lxMY4dO6bX+whpqg5HR8NBJkIrR9OXXW8ssZDBMy4SnP77bxQVFfEdzmM1OOaxe/duAIBGo9E9rnL//n04OjpyulFKSgrmzJmD/Px8ODo6Ijw8vFaX15o1a7Bt2zZdn32XLl2wYMECTtc3JzExMbh79w5knj30m43Gqut/3gCh3BVCeTPs3v0bBg8ebNb9pYQY2/3793H5yhX087WFwMJmhXb1lONCehmio6Px4osv8h1OnRpMHlUzrFQqVY3ZVgzDwMXFBeHh4ZxutGDBAowfPx6hoaGIiIjA/PnzsXnz5lrnjRo1CrNnz+Yav9lhWRZbt22DUGILkQO3/ckNpXLR4FPIenASR48exaBBg0x6f0LMSUREBEQCBkEeptti1lA8bMVo6SjB3r0RGDlyJMRi/ff+MbYGk8cvv/wCAFi1ahVmzpzZqJvk5OQgISEBmzZtAgCMGDECn3/+OXJzc+Hs7Nyoa5qrU6dO4VZy8j+tDtMP0FWWLGmGX37Zgt69e0Mms5y+XkIMJSMjA0cOH0aguwy2EssYKH9ULx8bbInLQ3R0NIYPH853OLVwnqo7c+ZM5OXl4fjx48jOzsaUKVOQmZkJlmXh4eFR73vT09Ph7u6u60YRCoVwc3NDenp6reRx4MABnDp1Cq6urnjvvfcQGBio1w/E5wwFpVKJdevXQyhzNHmrowrDMJC4dULe3aNYs2YN+vfvz0schPDp999/BwMWfZrb8h1Ko7V2lMDXQYItv/wCJycnSKXmNdWYc/I4f/483nvvPQQEBODSpUuYMmUK7t69ix9//BHr1683SDDjxo3D22+/DbFYjL///hvvvPMOIiMj4eTkxPkaAQEBvP2SN27ciKLCQsh9B/DS6qgisnGDyN4Xf//9N15++WX4+vKTyAjhw7Vr1xAbG4vezW1hL7XccT+GYTDQzxY/XM1DYmIi3nzzTaPcR6lUNupLN+dPuCVLluDrr7/GDz/8AJGoMud06tQJsbGxDb7X09MTmZmZ0Gg0ACoH37OysuDp6VnjPFdXV13fXq9eveDp6YmbN29y/mH4dPXqVUTs3QuxYxuIbFz5DgdS90CwjBhffrkCFRUVfIdDiElUVFTg27Vr4SQXobcFtzqqNLeXoKuHHHv37kVyMvep+6bAOXmkpqYiODgYwL+1rcRisS4h1KdZs2bo0KED9u/fDwDYv38/OnToUKvLqvo2jImJiUhNTUXLlobZ/8KYcnNz8eWXKyCU2kPq3pnvcAAAApEMUo/uuHv3DjZu3Mh3OISYxM8//4wHqakY3loBiRGr5yrVWshkMowcORIymQxKtfG2gx7op4CtWICvVqyAUtm47W6NQa8V5o9ueXr69Gm0a8dtEdzChQuxZcsWhISEYMuWLVi0aBEAYOrUqbh27RoAYOXKlRgxYgRGjhyJefPmYfny5XB15f9bfH3Ky8uxaFEYioqLIfUMNmoNK32J7Lwgdm6PgwcPWtQmM4Q0xsWLF7F3715095KjjZNxu67L1SwGDx6MqVOnYtCgQShXG6+itVwswKi2CjxITTWrclCcP+nmzJmDadOm4bnnnkN5eTnmz5+Po0eP4ttvv+X0/tatW2PXrl21jn///fe6x1yn/ZoLlUqF8PBw3L59G3KfZyGUcVvzYkpSt45gK4rw/fffw9nZGb169eI7JEIMLjs7G199tQJutmIM8rMz+v1kIgbR0dFgWRaHDx+Go8i460haO0kR7G2DyMhIBAQEoHfv3ka9HxecWx6dO3fG3r170aZNG7z44ovw8fHB7t27rbaqrkqlwtKlSxETEwOpR1eI7Lz5DqlODCOAzDsYQnkzLF++HH///TffIRFiUGq1GuHLlkFZVoqX29ubZLMnqUiA8vJy7Nu3D+Xl5ZCKjD9BZqCfAs3tJVj9zTd48OCB0e/XEL1+Ynd3d0yZMgXvvfcepk6d2uAU3aaqtLQUYWFhuHDhAqTuXSExctXcJ8UIRJD59IVA5ozly5ebfc0cQvSxefNmXL9xAyPb2MHFxny6jQ1NKGDwUnt7CNl/kiXP4x+ck0dhYSE++ugjdOzYEb169ULHjh3x0UcfIT8/35jxmZ2HDx/io48+wtWrsZB5dofEuS3fIXHCCMWVCUTuhtWrV2PLli208yCxeBcuXMAff/yBbp5yBLg2/QWxDlIhRrW1w527d2t0+fOBc/L45JNPoFQqsWfPHly6dAl79uxBRUUF5s6da8z4zEp8fDw+nDkTD1IzIGvex2i7AxoLIxTr4t65cyeWLl2K0tJSvsMipFGKi4uxZvVquCvEGNzK+OMc5qKtsxT/8bHBoUOHcOnSJd7i4Jw8zp49i+XLl6N169aQy+Vo3bo1li1bhvPnzxszPrPAsiz279+PuXPnoqRcC5nvAIhsLbPLjmEEkHp0g9QtEGfOnsXMmf9nFv2nhOjrxx9/REFBAULb2kEssKzCh0+qn68CLjZirFmzmrctGDgnj1atWiE1NbXGsbS0NItYh/EkysvLsXLlSmzYsAECG0/IfQdBKHUwyr1YjarG3HFWozLKfSoLKPpD3vw5ZDzMwcyZM3HmzBmj3IsQY8jIyMCRI0fQ3VMOL4X5FQ00NrGAwfDWCmRn5+DPP//kJYZ6R5eql2APDg7GG2+8gdDQUHh4eCAjIwN79+5FaGio0YPkS2ZmJj7/fDHu3r0DiUsAJC5P61diXU+sVoXBQyvnjrMsi/1Rxt3HWGTrDoHvIJSnnsaSJUswZswYTJgwAQKBZRaSI9Zj7969EDDAf3wsr2Kuofg5iNHcXoLff/sNQ4cONfnfbb3Jo3oJdgBo0aIFLl++rHvevHnzGs+bklu3bmHBgoUoKi6FvHkfiBReRr8nIxDXmDvOCIw/ACgQ20Leoj+UmRexa9cuZGRkYObMmWZZApqQKleuXEYrB7FF1656UgzDoLObFPuSHyIrK8vks1/rTR5V5ditTXx8PBYsWAg1K4TMd4DRuqkexQjFKC/N160GF9qYZhCQEQgh9egGRmyHkydPIi8vH4sWLYREYjm7rxHroVKpkJaahmDvpj+7qiHutpVf8lJSUkyePBrVzmFZFlqtVvdfU5KdnY0vvlgCNSSQtTBd4uAbwzCQunSAzLMH4uKuYcOGDXyHREidGIYBI2CgpZnm0P4z3Z6PXUM5r6jJzMxEWFgYYmJiUFhYWOO1xMREgwfGl+XLv0RJaRlkvoMgEFtff6rYsSW0FUWIjo5Gp06d0KdPH75DIqQGkUiEFi1aIDWHZgmmFldOqmnVyvTLBji3PBYsWACxWIyffvoJNjY2+OOPP9C/f39dgcOmICsrC4mJCRA3expCqT3f4fBG4hoAodQOR48e4zsUQuoUHPwf3C1QISWfn+0GHp0azMdUYaVai9Op5WjVqiWaNWtm8vtzTh6XL1/GkiVL0KFDBzAMg/bt2+OLL74wqyqPT6pqQxShrTvPkfCLYQQQyF1xLe4a36EQUqfRo0fDzdUVB24Vo8yI5dAfx99ZWu9zY2NZFodTilGkVGP69HeMOgv0cTgnD4FAoNsEyt7eHrm5ubCxsamxB4el8/auLG6oLc/jJwBGVP9zE2KV+brfByHmRiqV4v0PPkCeUotf4vJRpjJtAgnylMNZJoCtmMHwNnYI8pSb7N4syyI6pRgxGWUYNWoU2rdvb7J7V8c5eXTq1AnHjx8HADz77LP48MMPMWPGDAQEBBgtOFNr164dPDw8ocpJgFZVYvL7i+y86n1uKhV5t6Auy0X/fv14uT8hXHTq1Alz585FVpkWP8flI6+84Y3pDIVhGNhJhXCxEaGbp43JvvmrtCz2JxfhTGopRowYgTfeeMMk960L5+SxfPlydOvWDQAwd+5c9OjRA23btsVXX31ltOBMjWEYzJr1f5AItSi/dxTaiiKT3l/s2AaMWAFGKIXUIwhiR9NW62VZFhW5SVBmXECXLl0xbNgwk96fEH11794d8+Z9hkKNCOsv5+JaFj+lOkzhYakaG6/m4WJGGV566SW89dZbvHRXVWHYJlJatWoT94CAAEilT9b/mJycjHnzPkNpWTnEzZ6CpJk/GMY0U+FK71aWGrDxHWCS+1XRVhRBmXER6pIM9OjRA7Nnz6aFgsRiZGZm4ssvl+PGjSR0dJNhcEs7KCTGXXG9KTYXADC5o3MDZz4ZDcviQloZ/rxbApmNDf7v/2YhKCjIYNdv7GdnvZ3q69atw/Tp0wEA33zzzWPP++CDDzjf0BK0adMGq1d/g++//x5nz56FpvAOJK6dIFR48ZrpjYHVVKAi5zpUudchlUoxeepUDB8+nJd544Q0lru7O5YtC8eOHTuwe9cuJOXlYoCvDbp6yCGw4L/Ze4UViLxVjIxiFbp0CcT773/Ay8yqutSbPDIyMup8bA3c3Nzw6aefIiYmBuvXr0fmg5MQyhwhdm4PkX0LMIxl13/SqspQkXsdmoLb0GpU6Nu3L9544w04Oxv3WxQhxiISiTBhwgT06dMH69atw4G4OFzOLEdISwV8HSyrWkKhUoOjd4txJbMczZyd8ckn0xAcHGxWX145d1slJycjJiYGBQUFcHBwQNeuXdG2rflshGTIbqtHqdVqHD9+HLt27UZq6gMIJQqInNpB7OAHRmjYf5TG7rbSlOdBlXsT6sI7AFj06dMHL774YpOvjkysC8uyOH78ODZt+hG5uXlo30yKgX4Kg+40aIxuK6Vai78flOJMWhlYhkFo6CiMHTsWcrnxZnMZpdsKqPyfMHfuXERERMDd3R1ubm7IzMxEVlYWQkNDsWTJErPKhsYgEokwYMAA9OvXD+fOncPu3buRlHQJquxYCO38IHZua9ZlTFhWA3VRKtR5N6EufQiRWIwhQ0LwwgsvWO1WwqRpYxgGzz33HHr27ImIiAjs3rUL317KRZCHDH1aKIw+HqIvjZbFpcwyHL9fimKlBr1798bEiRPN+u+zweSxc+dOnD9/Hjt27EDHjh11x2NjYzFr1izs2LEDr7zyilGDNBcCgQDBwcEIDg5GUlISDhw4gBMnTqA0PxlCGzeIndpAZOdjNl1aWlUpVPm3oCm4DY2qDG5u7hgx7g0MHDgQdnbWs/MasV4ymQxjx47F4MGDsW3bNkRHR+PqQyX+4y1HsLctJEJ+v/iyLIvrOUocuVuKnFIVnurQAW+8+Sb8/f15jYuLBrutXnnlFbz11lvoV8ec/2PHjmHDhg3YsWOH0QLkypjdVvUpKCjA4cOHcSAyEtkPH0IolkPo0Apix9aNqo31pN1WLMtCU5oFVd5NqIsrN+/qEtgFzz8/Al26dKG9OohVe/DgAX7++WecPXsWdlIR+rWwQWd3WaMG1Z+02+pBkQqHbhfjfmEFfLy98frkyejevbvJe3Ia+9nZYPLo3r07jh49CoVCUeu14uJi9OvXDxcuXNA/YgPjK3lU0Wg0uHTpEg4cOICL/+wrLLJrDomzP4Ry7rMjGps8WK0GqoI7UOcnQVNeAFuFAkNCQjBkyBCzbvoSwoeEhAT8+MMPuJGUBE+FGCGtFPDTc1D9SmYZAKCzu37jEQVKDf68U4zYrHI4OthjwmsTMXDgQN5mOBptzEOj0dSZOABAoVA0uZLsjSUUCtGtWzd069YNGRkZOHDgAKKiDqH0zj0IbVwhdvaHSOHd4LcKsYN+1TG1aiVUeTehKUiGRlUOP7+WGD36DTz77LO0Hwchj/HUU0/hyxUrcOLECfy0aRN+is3B0y5SDGltBzsJtw9xfZOGRsvidGopTtwvBRgBxowZg5deegk2NpZZvbvB5KFWq3H27Fk8roGi0ZiuJICl8PDwwJtvvolXXnkF0dHR2LMnAjkPTkEoc4TEpSOECs/HJhGxI7dZT1XrM9T5SdBq1OjatStGjx6Njh07NvkJDIQYAsMw6Nu3L3r06IE//vgDu379Fbcu5mKgny26GHh9yP3CCuy/VYzMYhV69uyJN9980+J7BBrsturfv3+DFzl6tOG9tlNSUjBnzhzk5+fD0dER4eHh8PPzq3GORqPB4sWLcfLkSTAMg7feegtjxoxp8NoA/91W9dFoNDhx4gS2bNmKrKxMiGxcKxcd2rjofS1Wq4Eq7yZUuYnQqpXo1etZjB//Clq0aGGEyAmxHmlpafjfmjW4FhcHXwcJXvC3h8MTbnOr1rL4804xzqaWwsnZCdOnv4OePXsaKGLDMNqYh6FMnDgRL774IkJDQxEREYHffvsNmzdvrnHOnj17sG/fPnz//ffIz8/HqFGjsG3bNvj4+DR4fXNOHlVUKhUOHz6Mbdu2o6AgH2KndpC6dQQj4Db3XFOeB2X6OWjK8xEYGIiJEyeiTRvT1r8ipCljWRZ//vknNqxfD0arRmhbBdo3a9x2t7llauy+UYi0IhWGDh2K119/3Sy7qBr72WmSqTc5OTlISEjAiBEjAAAjRoxAQkICcnNza5wXGRmJMWPGQCAQwNnZGQMHDkRUVJQpQjQJsViMYcOGYePG7zFixAio8pJQducQNGW59b6PZVkos+NRducwFFLgs88+Q1hYGCUOQgyMYRgMHDgQ36xeDU+fFtiRUIAjKUWP7bZ/nOQ8JTZcyUOBRoy5c+finXfeMcvE8SRMkjzS09Ph7u6um00gFArh5uaG9PT0Wud5ef1bhtzT07NJlkWRyWSYNm0aFi9eDEeFFOX3j0JdUvfPybJalKefR8XDa3j22V749tu16N69u4kjJsS6eHl5YcVXX2Hw4ME49aAUETcLoeGYQK5llWFbfAE8fZrjm9WrERwcbORo+cHfbkNGUrUboKV4/fVJ2Lx5M7Lvn4DM51mIFP8mT5ZlUZ56Buqi++jbty+ee+453Lx5k8doCbEuwcHBUCqVOH78OCo0LF5q71DvQPrlzDJEJBXCt0ULjBv3Ch48eIAHD5rmXusmSR6enp7IzMyERqOBUCiERqNBVlYWPD09a52XlpamW8n+aEuEC3Me83icrl27Yu7cT3HvwTkI/EJ0iwtVuUlQF93HxIkTOU8cIIQYVlBQEFq1aoVNmzbh6J1iDGxZd3WGlPwK7LtZhM6dOmHeZ59ZzOdQ1ZiHvkzSbdWsWTN06NAB+/fvBwDs378fHTp0qFXBdciQIdi1axe0Wi1yc3Nx5MgRhISEmCJEXtnZ2WHOnNkQCVgoMyoXXGqVhah4eBXdu3fHSy+9xHOEhFi30aNHY8iQITj1oBRxD2tvOFWg1ODX64Xw8vLCnE8+sZjE8SRMVqti4cKF2LJlC0JCQrBlyxYsWrQIADB16lRcu3YNABAaGgofHx8MHjwYL7/8Mt599100b97cVCHyytvbG+PHj4e6OB2a8jxU5F6HSCTCjBkzaN0GITxjGAbTpk1Du7ZtcfB2ca090w/dLoIaAnw2fz5sbW15itK0aCdBM1JcXIxJkyZBK/OApjgNgwcNwIwZM/gOixDyj1u3bmHmzJno5inDsNb2AIDbeUpsjsvHhAkTMHbsWJ4j1J9ZT9Ul3CgUCgQFBUFdeA+sVo3evXvzHRIhpJrWrVujf//+uJyp1LU+TqeWwsnRES+88ALP0ZkWJQ8zExAQoHtsCWWZCbE2zz//PFQaLa5klSG3TI3kvAoMHTYMYrGY79BMqslN1bV0gwYNglwuh5ubG2Syxq1sJYQYT+vWreHn64sbOf+uU+NSxqmpoeRhZmQyGQYOHMh3GISQenTp2hURe/6AlmXh7eUFd3d3vkMyOeq2IoQQPT399NPQaFncK1Thqaef5jscXlDyIIQQPfn6+uoeP1od3FpQtxUhhOjJzc0No0ePRl5eXpOtXdUQSh6EEKInhmHwxhtv8B0Gr6jbihBCiN4oeRBCCNEbJQ9CCCF6o+RBCCFEb5Q8CCGE6I2SByGEEL01mam6VZXlKyoqeI6EEEIsR9Vnpr67czSZ5KFSqQAASUlJPEdCCCGWR6VS6VWMtclsBqXValFSUgKxWEw77xFCCEcsy0KlUsHW1hYCAfeRjCaTPAghhJgODZgTQgjRGyUPQggheqPkQQghRG+UPAghhOiNkgchhBC9UfIghBCiN0oehBBC9EbJg9SSkpKCsWPHIiQkBGPHjsWdO3f4DokQAEB4eDj69+8Pf39/qibBM0oepJYFCxZg/PjxOHToEMaPH4/58+fzHRIhAIABAwZg69at8Pb25jsUq0fJg9SQk5ODhIQEjBgxAgAwYsQIJCQkIDc3l+fICAGCgoLg6enJdxgElDzII9LT0+Hu7g6hUAgAEAqFcHNzQ3p6Os+REULMCSUPQggheqPkQWrw9PREZmYmNBoNAECj0SArK4u6CgghNVDyIDU0a9YMHTp0wP79+wEA+/fvR4cOHeDs7MxzZIQQc0Il2Uktt27dwpw5c1BYWAh7e3uEh4ejVatWfIdFCBYvXozo6GhkZ2fDyckJjo6OOHDgAN9hWSVKHoQQQvRG3VaEEEL0RsmDEEKI3ih5EEII0RslD0IIIXqj5EEIIURvlDwIacD8+fOxdu1aTue+9tpr2LVrl5EjIoR/Ir4DIIRv/fv3R3Z2NoRCIYRCIdq0aYPQ0FCMHTsWAoEAYWFhJonjtddew8iRIzFmzBiT3I+QJ0HJgxAA69evx3/+8x8UFRXh/Pnz+OKLLxAbG4ulS5fyHRohZom6rQipxs7ODgMGDMDXX3+NP/74A0lJSZgzZw5WrVoFACgoKMC0adPQs2dPdOvWDdOmTUNGRkaNa9y7dw8vvfQSunTpgunTpyM/P1/32pUrVzBu3DgEBQVh5MiROHfuHABg1apViImJQVhYGAIDA3WtnVu3bmHy5Mno3r07QkJCEBkZqbvW8ePHMWzYMAQGBqJ379744YcfjP3rIeRfLCFWrl+/fuzff/9d63jfvn3ZrVu3srNnz2ZXrlzJsizL5ubmslFRUWxpaSlbVFTEvvfee+z06dN175kwYQL77LPPsjdu3GBLSkrYGTNmsLNmzWJZlmUzMjLY7t27s3/99Rer0WjYU6dOsd27d2dzcnJ07/31119113D+t6YAAAMaSURBVCopKWH79OnD7t69m1WpVGx8fDzbvXt39ubNmyzLsmyvXr3YCxcusCzLsvn5+WxcXJxxfkGE1IFaHoQ8hpubGwoKCmocc3JyQkhICORyORQKBaZPn44LFy7UOCc0NBTt2rWDjY0NPvjgA0RFRUGj0SAiIgJ9+vRB3759IRAI0KtXLwQEBOD48eN13v+vv/6Ct7c3XnzxRYhEIjz11FMICQlBVFQUAEAkEiE5ORnFxcVwcHDA008/bZxfBCF1oDEPQh4jMzMTDg4ONY6VlZVh6dKlOHnypC6xlJSUQKPR6DbQql6+3svLCyqVCnl5eUhLS0NUVBSOHTume12tVqNHjx513j81NRWxsbEICgrSHdNoNBg5ciQAYPXq1Vi3bh2++uor+Pv7Y9asWQgMDDTMD09IAyh5EFKH2NhYZGZmomvXroiNjdUd//HHH5GSkoJff/0Vrq6uSExMxKhRo8BWqy9afdfF9PR0iMViODk5wdPTE6GhoVi8eDGnGDw9PdGtWzds2rSpztc7duyIdevWQaVSYevWrfjwww8f24ohxNCo24qQaoqLi3Hs2DH83//9H0aOHAl/f/8ar5eUlEAqlcLe3h75+fn43//+V+sae/fuRXJyMsrKyvDNN98gJCQEQqEQI0eOxLFjx3Dy5EloNBoolUqcO3dON+Du4uKC+/fv667z3HPP4c6dO9izZw9UKhVUKhViY2Nx69YtVFRUYO/evSgqKoJYLIatrS0EAvpzJqZD/9oIAfD2228jMDAQffv2xfr16zF58uQ6p+lOmjQJSqUSPXv2xNixY9G7d+9a54SGhmLOnDno1asXKioq8OmnnwKobEl8++232LBhA4KDg9G3b1/88MMP0Gq1AICJEyfi0KFD6NatGxYvXgyFQoEffvgBkZGR6N27N5599lmsWLECFRUVAICIiAj0798fXbp0wY4dO/Dll18a8TdESE20nwchhBC9UcuDEEKI3ih5EEII0RslD0IIIXqj5EEIIURvlDwIIYTojZIHIYQQvVHyIIQQojdKHoQQQvRGyYMQQoje/h9HQ7DbBvIeuAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Diabetes_pedigree_function和Target\n",
    "sns.violinplot(x='Target', y='Diabetes_pedigree_function', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('Diabetes_pedigree_function', fontsize=12)\n",
    "plt.show()\n",
    "#看上去有一定相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8fe1bf0e80>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_corr = train.corr().abs()\n",
    "\n",
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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g0WigUqkG9EtPT0dhYSHMZjP0ej3KysqQlpZmtYDhthvtPomIyLFsmubasGEDcnJyUFBQAD8/P8vXe1esWIE1a9Zg1qxZ0Gq1qKysRGpqKgBg9erViIqKAgAcPnwYL7zwAq5evQpRFLF3715s3LgRycnJw243XBsREY0fMlEURWcXYQ/9h2oTZZpLd0kYsv2OuBCEqLwcWJF9ufIUwU9xrK7Jlcc62vdOngFPRESSMUyIiEgyhgkREUnGMCEiIskYJkREJBnDhIiIJGOYEBGRZAwTIiKSjGFCRESSMUyIiEgyhgkREUnGMCEiIskYJkREJBnDhIiIJGOYEBGRZAwTIiKSjGFCRESSMUyIiEgyhgkREUnGMCEiIskUtnSqq6tDTk4ODAYDAgICkJ+fj5iYmAF9TCYTXnnlFRw4cAAymQwrV67EkiVLrLb95je/wcmTJy37OXnyJLZu3YoHH3wQW7Zswf/8z/8gJCQEAHDHHXcgNzd3LMZNRERjyKYwyc3NxdKlS6HVarF7926sX78eO3bsGNBnz549aGhoQGlpKQwGA7KyspCUlITIyMhh2zZt2mTZx4kTJ/DUU08hOTnZ8lhWVhbWrVs3RsMlIiJ7sDrN1d7ejurqamRkZAAAMjIyUF1dDb1eP6BfcXExlixZArlcDpVKhZSUFJSUlFhtu97777+PzMxMuLm5jcXYiIjIQawemeh0OoSGhkIQBACAIAgICQmBTqeDSqUa0C88PNxyX61Wo6WlxWpbv+7ubuzZswfvvPPOgMf37t2L8vJyBAcH47nnnsOcOXNGNMCqqqoR9XcGhWcAzjacHbJd7W9CY53BgRXZX0VFhbNLcBiO1TXdTGO1hU3TXI5QVlaG8PBwaDQay2OPPvoonnnmGSiVShw8eBCrVq1CcXExAgMDbd5vfHw83N3d7VHymKmsrkX05Ogh29VhIQhRxTqwIvuqqKhAQkKCs8twCI7VNbnyWI1G46j+CLc6zaVWq9Ha2gqTyQSg78P0trY2qNXqQf2am5st93U6HcLCwqy29fvggw/w8MMPD3gsODgYSqUSADB37lyo1WrU1NSMZHxEROQAVsMkKCgIGo0GRUVFAICioiJoNJoBU1wAkJ6ejsLCQpjNZuj1epSVlSEtLc1qGwC0tLSgoqICmZmZA/bZ2tpquX38+HE0NTVhypQpox8tERHZhU3TXBs2bEBOTg4KCgrg5+eH/Px8AMCKFSuwZs0azJo1C1qtFpWVlUhNTQUArF69GlFRUQAwbBsAfPTRR5g3bx78/f0HPO/mzZtx7NgxyOVyKJVKbNq0CcHBwdJHTUREY8qmMImNjUVhYeGgx7dt22a5LQgC8vLybrj9cG0A8Oyzz97w8f7QIiKi8Y1nwI8DvSYzzKLo7DKIiEZt3Hyb62bV02vCm3vOoKtHRMbcKfDzHt/fPCMiuhEemTjZe2WnoGvvwtWOHrz/2Wm0tF9zdklERCPGMHGiuuZLeP9vNbh9WgCWzL8FSoUcu/5eizPNl5xdGhHRiDBMnKTXZMarO4/A19sNC+8OQ6CfB/5x/i1Q+Xng84pzMJv5GQoRTRwMEyf56PPTONN0Cc8sng0v976PrjzdFUicGYpOYy8aWq84uUIiItsxTJzAZBbx4b7TuHNmGObODh/QFh3mCw83ASfO6ofYmoho/GGYOMHpxou42tmD+++IGNQmyOWYPjkQdc2X0dXd64TqiIhGjmHiBEdOnYdMBtx2y43P5p8RHQizWcTpRtdaKZiIXBfDxAm+O3UesRH+8Pe58TklkwI8ofLzwImzFx1cGRHR6DBMHKyjqwcn6vWYExcyZB+ZTIYZ0YFo1Xfg4pUuB1ZHRDQ6DBMHO3r6AkxmEXOmDx0mADB9ciBkMuBEPY9OiGj8Y5g42JFT5+HhJmBGzPAX+PL2VGJyqC9qGi9C5LpdRDTOMUwc7MjJNsTHToJSIVjtOyXcH1c6etB8gUusENH4xjBxoJb2a2i+cA1z4my7Jkt0mC8A4GjtBXuWRUQkGcPEgb47dR4ArH5e0s/Hyw1B/h44epphQkTjG8PEgY6casOkAE9EhvjYvE10mC9qGg3o6OqxY2VERNIwTBxEFEV8X3MBc6YHQyaT2bxddJgfTGbRclRDRDQeMUwcRHfhGq529mBGjGpE24UGecPTXYGKE212qoyISDqbwqSurg7Z2dlIS0tDdnY26uvrB/UxmUzIy8tDSkoKFixYMOCa8cO1bdmyBUlJSdBqtdBqtQOuFd/Z2Ynnn38eCxYsQHp6Ovbt2ydhqM5V88PSKLdEBYxoO0Euw8wpKhw+3sqvCBPRuGXTZXtzc3OxdOlSaLVa7N69G+vXr8eOHTsG9NmzZw8aGhpQWloKg8GArKwsJCUlITIyctg2AMjKysK6desGPe/27dvh4+ODTz/9FPX19Xj88cdRWloKb2/vMRi6Y9U0GuCmFDA51HfE286eNgkVJ9pQr7uMKeH+dqiOiEgaq0cm7e3tqK6uRkZGBgAgIyMD1dXV0OsHLpFeXFyMJUuWQC6XQ6VSISUlBSUlJVbbhvPJJ58gOzsbABATE4P4+Hjs379/xIMcD2oaLyI2wh+CMPKZxfipkwAAh4+3jnVZRERjwuo7m06nQ2hoKASh7yQ7QRAQEhICnU43qF94+I/X5lCr1WhpabHaBgB79+5FZmYmli1bhiNHjlgeb25uRkRExJDbTRQms4japkuYNsIprn4Bvu6IjfTn5yZENG7ZNM1lT48++iieeeYZKJVKHDx4EKtWrUJxcTECA4dfbsRWVVVVY7IfKVoNPTB2m6DovYiKiopB7QrPAJxtODvk9mp/EyL8zThQ3Y4DX3wDL3frZ8+Pdzf6PbgqjtU13UxjtYXVMFGr1WhtbYXJZIIgCDCZTGhra4NarR7Ur7m5GbNnzwYw8GhkuLbg4B/PBp87dy7UajVqampw5513Ijw8HE1NTVCpVJbt7rrrrhENMD4+Hu7uN17q3VHKvjkLoBWp981BZMjgz0wqq2sRPTl6yO3VYSHIWqDC/mP70eMWhoSEyXas1v4qKiqQkJDg7DIcgmN1Ta48VqPROKo/wq1OcwUFBUGj0aCoqAgAUFRUBI1GY3mD75eeno7CwkKYzWbo9XqUlZUhLS3Naltr64+fAxw/fhxNTU2YMmWKZbv33nsPAFBfX4+jR48iOTl5xIN0tlONBnh5KBA+yfaTFX9qWmQAgvw98FXVxJvmIyLXZ9M014YNG5CTk4OCggL4+fkhPz8fALBixQqsWbMGs2bNglarRWVlJVJTUwEAq1evRlRUFAAM27Z582YcO3YMcrkcSqUSmzZtshytPP3008jJycGCBQsgl8vx0ksvwcdn9G/IznK60YBpkQGQy20/WfGnZDIZ7rw1DJ8dboSxxwR35cSf6iIi12FTmMTGxg44N6Tftm3bLLcFQRhwjsj1hmvrD6Yb8fLywuuvv25LieNWT68Zdc2Xob1vquR93X2rGp98UY/KmvO4c2bYGFRHRDQ2eAa8ndXrLqHXZB71N7muN2taEDzdFfiaU11ENM4wTOzstOXMd+nfTlMqBCTMCME31S0wm3k2PBGNHwwTO6tpNMDP2w0hgZ5jsr+749UwXDHiVAMv50tE4wfDxM5qGg2YFhUwopWCh5OgCYUgl+GrKp31zkREDsIwsaOu7l40tFzGLZHSPy/p5+OpxKzYSfiqqoULPxLRuMEwsaO6psswiyNfKdiae24LR9P5qzjJqS4iGicYJnZUc67vzX4svsl1vfvnRMDTXYG9B+vGdL9ERKPFMLGj040GqPw8EOQ/Nh++9/PyUGJ+YhTKv2uG4YpxTPdNRDQaDBM7qmk0jPkUV7+F98Sg12TGp98MvUAkEZGjMEzspKOrB03nr475FFe/yWF+mD1tEj75sh4mnnNCRE7GMLGT2qZLEMW+BRrtZeHcKTh/sROHqnlGPBE5F8PETvrPfLdnmNx9axiC/D34QTwROR3DxE5ONxoQHOiJAF/7XUtFEOT4eVIMvjt1HkdPX7Db8xARWcMwsZOacwa7HpX0094XC/Ukb7y681t0dPXY/fmIiG6EYWIHVzu6obtwzW7f5Lqeh7sCLzx2By4YOvHn3c6/RDER3ZwYJnZQe+4SAPt+XnK9GTEqPDz/Fnz6TQO+OcYP44nI8RgmdnCq0T5nvg/nsdQZmBLuhy3/+x3qdZcd9rxERADDxC5OnzNAHeQNXy83hz2nUiHHrx5PgEwG/OrVv6P067NcCJKIHIZhYgenf1h23tGiw/zw2q8egGaKClv+9ztsfvdbtLRfc3gdRHTzseka8HV1dcjJyYHBYEBAQADy8/MRExMzoI/JZMIrr7yCAwcOQCaTYeXKlViyZInVtq1bt6K4uBhyuRxKpRJr165FcnIyACAnJwdffPEFAgP7rlKYnp6OZ599dqzGbheGK0a0XezEQ3P9nfL8gb4eyFt5D/637BR2lp7A5xXnEB8bhHtmh0MTrYKf942Pljw9FA49kiIi12JTmOTm5mLp0qXQarXYvXs31q9fjx07dgzos2fPHjQ0NKC0tBQGgwFZWVlISkpCZGTksG2zZ8/GsmXL4OnpiRMnTuCJJ55AeXk5PDw8AAArV67EE088MfYjt5NjZ9oBADOnBDn0ea90dKOzq9dy/8HEKMyZHowvj+pw8PtmvPXRUQCAys8DkSE+mBzqi4gQHyiEvoPTO+JCGCZENGpWp7na29tRXV2NjIwMAEBGRgaqq6uh1+sH9CsuLsaSJUsgl8uhUqmQkpKCkpISq23Jycnw9OxbVTcuLg6iKMJgMIzpIB2p6swFuLsJDp/m6uzqxbcn2wb81OsuQz3JGw/Pm4YXH78Dd8eHwctDgWNn2lF0sA5/3l2FovIzOF6vR1d3r/UnISIagtUjE51Oh9DQUAiCAAAQBAEhISHQ6XRQqVQD+oWHh1vuq9VqtLS0WG273q5duzB58mSEhYVZHnv77bfx3nvvISoqCr/61a8QGxs7imE6TlVtOzTRKstf/OOBTCbD5DA/JBhNSJgRil6TGc3nr+JsyxXU6y7js8ONKK9sQsKMUDxwR+QNv9LMaTAiGo5N01yO8M033+C1117DX/7yF8tja9euRXBwMORyOXbt2oXly5ejrKzMEmy2qKpy3Il8HUYz6nWXMW+2HyoqKmzeTuEZgLMNQy8lr/Y3obFu+KO1vn2cG7I9Ikg56Dkmq4CoQE9cvOqGHtEDh6p1+PKoDoE+AqaGuSMsUGm5dv3dsyLR2zl2R4wj+f1MdByra7qZxmoLq2GiVqvR2toKk8kEQRBgMpnQ1tYGtVo9qF9zczNmz54NYODRyHBtAHDkyBH8+te/RkFBAaZOnWp5PDQ01HI7KysLf/jDH9DS0oKIiAibBxgfHw93d/utj3W9r6p0AJqReu8sxMdOsnm7yupaRE+OHrJdHRaCENXwR2Rt+g5EXxo6ZH18fIZ8jhgAcdGBuL32Ak7U61FZcwEVpzsQ4OuOn2lCMS0qAOqwUKs12KqiogIJCQljsq/xjmN1Ta48VqPROKo/wq3OxQQFBUGj0aCoqAgAUFRUBI1GM2CKC+j7plVhYSHMZjP0ej3KysqQlpZmte3777/H2rVr8frrr+PWW28dsM/W1lbL7QMHDkAulw8ImPGmqrYdSoUc0ycHOruUUXFTCJg9LRiPp89A2t3REOQyfPpNA94tPYmvj+lg5nVTiGgINk1zbdiwATk5OSgoKICfnx/y8/MBACtWrMCaNWswa9YsaLVaVFZWIjU1FQCwevVqREVFAcCwbXl5eejq6sL69estz7dp0ybExcVh3bp1aG9vh0wmg4+PD9544w0oFONmZm6QY2cuIC46EG5K26fhxiO5TIZpkQGIjfDHmaZL+Ka6FW/tqkLp1w14cqEGP9OEWqa/iIgAG8MkNjYWhYWFgx7ftm2b5bYgCMjLy7vh9sO1ffDBB0M+7zvvvGNLeePCtc4enGm6hEdS4pxdypiRyWSIjQzA1Ah/9JrM2HOgDi9v/xozogPx1EMzRzSVR0Subfz+mT/BHK/XwywC8bGOPb/EEWQyGe66VY2f3zMFZT9Me/224CASZoTg/yyciakRzjlBk4jGD4bJGKmqvQCaa4w6AAASkElEQVSFIENc9MT8vMQWCkGO9KQYzEuMwt7yMyj8Ww1+uflzPHBHJLIeiIWv59BfHeZXi4lcG8NkjFTVtuOWqEB4uI39r7TXZEabvmPYPsYe05g/71DclQIWz7sFqXfH4IPPavDx/loc+K4J8VODkDgz9Ia/A55hT+TaGCZjoNPYi9PnDFg8b5pd9m/sMeF7K5fldcYRkY+nEk89NBMZ907B9t1VKK9sxomzF/GzmaGIjw2CIB8/J24SkX0xTMbAtyfaYDKLuO2WYGeXYjfWjo4eS5uBiBAfHKxsRnllM47WXkDybRGIVvs5sEoichaGyRj4+5FzCPR1d+lvN1k7OoqLDkSQvycyk6fibMsVHKxsRtHBOkwJ98O9t9l+kikRTUwME4mudfbg8PFWpCfFQJDz3AuZTIYYtR+iQnxQWXMBh4634n/+egIdXT144ueacbVmGRGNHYaJRF8e1aGn14z75vCv7+sJghx3zAjB9MkBKK9sxgf7TuPw8Vas/sfbnV0aEdkBw0Si/UfOIVTlhbgJuoSKvfl4uSE9KQZymQzvfnoSv/njASRO80bczB74eCqdXR4RjRHOOUhguGJE5ekLuG9OBJcXseL26cEo+M18ZN0fi4raa1iV/zeUVzbxOvVELoJHJhIcrGyC2Szi/jmRzi5l3Os1mXHlWjcy750KdQBQ/HUb8nccxswpKixNnYGpkf48D4VoAuORiQR/P9KE6DBffv3VBsYek+UKkI26diy8ZwruvS0cp88ZsP6tL7BjbzWudvY4u0wiGiUemYxSS/s1HK/X4/8s1Di7lAlJLpfhtluCcUtUAL6s0qHkq7Mor2zG4nnTkHnvVHi486VJNJHwv9hR+s/i43BTyDEvIcrZpUxoXh5KPJg4GY88OB3FX9RjR/FxfHzgDDLmTkHq3dEI9PVwdolEZAOGySgcr9Nj/3dNyF4wHZMCPJ1djkuIDvND7vK7UV3Xjp2lJ/FfJSew89OTuPe2CDyQEInZ04KhVHBWlmi8YpiMkNks4q3dR6Hy88DD825xdjkuZ+aUILz0/+7BubYrKP6iHn871IDPvz0HLw8FEjWhmDM9GDNiVIgI9uE36IjGEYbJCO2raMTpRgPWPnYHPDmvP2Z+uvaXm0JA1n2xeOieGFTX6fH96Qv49mQb9h9pAgD4ebthaoQ/Jof5YnKoLyKCfaCe5I1AXw/IuRIBkcPx3XAEOrp6sKO4GtMnB+CBO/h14LFkbe2vJ3+uwdrH7kDT+auortPjRL0e9bpLKPnyLLqvW35fqZBjkr8nJgV4YFKAJyYFeCI4wBORob6IjfCHlwdPlCSyB4aJja50dOOlP38FwxUjfvt/7+Rfvw7WazLjgqET7koBc6YHY870vhWazaKIdkMnzp2/iqOnL+DS1W5c7uiGrr0DpxoMg67zEuDjDvUkb6gneSMi2AcRIT6ICPZB+CRvuCkFZwyNyCUwTGzQfqkTuW99iabz15Dz1M8wI1rl7JJuOrasWnyjk+mN3SZcvmZEoK8HLlzqxPmLnWi72IEjJ9vw2eFGSz+ZDAgJ9EJkyI8BExHsA3WQN4ICPLmIJ5EVNoVJXV0dcnJyYDAYEBAQgPz8fMTExAzoYzKZ8Morr+DAgQOQyWRYuXIllixZYrc2RxBFEUdOncfW9ytx5ZoRG1bc7dLXLHFF7m4Cgt28EBcdiJNnLyIsyNvS1t1rwqUrRly8YoSnuwIXrxhxru0Kqs60w9j94xGNQpAhJNALwYGeCPLvmzYL9HVHgK8H/H3c4OftBl8vN/h4KaFUjP3RjSiKMPaYcP5iJwxXjOjpNaO314Re88D09PVSIsDXA0qFHJ7uCni6K6BUyPlFBXIIm8IkNzcXS5cuhVarxe7du7F+/Xrs2LFjQJ89e/agoaEBpaWlMBgMyMrKQlJSEiIjI+3SZk8mkxklX51FUfkZnGu7CpWfO155Zi6mczFHl+KmEBAc6IXgQC/MnjbJsjy+WRRhuGJEq74DbRc7cP5iJ/SXu2C4asT3Neehv9wF8xBLirkp5PDyUMLLQwEPdwV6uzvx8bdfwl0pQCnIoVTKIcjlkMn6lusXRRG9JjNMJhHdvSZ0dZvQZexFp7EX17p60dHZgw5jL8xDPaEVglwGLw8FPD2U8HJX9N12//HHw10BDzcB7m4C3JWKH/7t+3FTyuFmuf3jfTdF3213pQCBlxSgH1gNk/b2dlRXV+Ptt98GAGRkZODll1+GXq+HSvXjdE9xcTGWLFkCuVwOlUqFlJQUlJSUYPny5XZps6Z/AcHu7u4R/1K+PdmKnX89hmi1Hx558DbcOTMECkGA0Wgc8b5sIZpNw65rY+rtgRzDX+PdWp/x1O6mkA3q6+z6Ojq7cKbp0qDH/b0E+Hv5YMbcyVD8MNVlFkVc6+zB1Y4eXOnsQaexp+/Nv7MXxu5edHWb0Nndi55uM650mtFtNKKzQ4TJLKLHZIbZbO6bkhMByPqW61fIZVAo5PBwE+DnqUCwv9t1b/oCPN2VMJnNOH+xA4Igh1wugyCT9e0AgAgR6kneEEUR3T1mdPeYYOz/MZrQ1WOCsbsXxm4Turq6cOmKGd3dJhh7+/qOdsFNmUwGpUIOhUIGAcB/7/8MSoUMSkEOhUKAQi6HIPw4Rrm8r3bZD9tef9Akin3jgNj3Oxb7BoYfbt1wGnNwPT/ua6g2mazv+eUymaUGmazvvlze9yOTAXLIIBui1vPnL6NK931fzaLYV2//bXPf7f7HflrPj3X019C3IoRMLoOAH2uQy3+sUS7ra5f/8H+5DD/WI/vhNSCz/A/gppQjaVb4qL5x2v+eOdLXhNVn0ul0CA0NhSD0Hb4LgoCQkBDodLoBYaLT6RAeHm65r1ar0dLSYrc2a3p6+tZ5OnXqlE39r+cG4Hmt+od77ThxvH3E+xipoGHWOLx03jBsuy19xlN7UIw3AMO4re9Gzjcbbvi4rwzw9QDgAcC//1EZgP5vjbkPvVOb9P7w0/eHTEwAAJiH6PtDGN5w0QDhh5/xTvaTfx2pP+FtEOYHYCzWkhN/8u/Yqa25LGn7np4eeHjYvgKFy34A7+3tjenTp0OpVHLOmIjIRqIooqenB97e3tY7X8dqmKjVarS2tsJkMkEQBJhMJrS1tUGtVg/q19zcjNmzZwMYeFRhjzZr5HI5fH19bepLREQ/GskRST+rn54FBQVBo9GgqKgIAFBUVASNRjNgigsA0tPTUVhYCLPZDL1ej7KyMqSlpdmtjYiIxg+bprk2bNiAnJwcFBQUwM/PD/n5+QCAFStWYM2aNZg1axa0Wi0qKyuRmpoKAFi9ejWiovpW1LVHGxERjR8ykddNJSIiifglcSIikoxhQkREkjFMiIhIMoYJERFJxjBxsrq6OmRnZyMtLQ3Z2dmor693dkmjdvHiRaxYsQJpaWnIzMzEL37xC+j1egDAd999h0WLFiEtLQ3Lli1De/uPqwoM1zYR/PGPf0RcXJxltQVXHKvRaERubi5SU1ORmZmJ3//+9wCGf/1O1Nf2vn37kJWVBa1Wi0WLFqG0tBSAa451TInkVE8++aS4a9cuURRFcdeuXeKTTz7p5IpG7+LFi+JXX31luf8v//Iv4m9/+1vRZDKJKSkp4qFDh0RRFMWtW7eKOTk5oiiKw7ZNBFVVVeLTTz8tzps3Tzx58qTLjvXll18WN27cKJrNZlEURfH8+fOiKA7/+p2Ir22z2SwmJiaKJ0+eFEVRFI8fPy7efvvtoslkcrmxjjWGiRNduHBBTEhIEHt7e0VRFMXe3l4xISFBbG9vd3JlY6OkpER86qmnxMrKSvGhhx6yPN7e3i7efvvtoiiKw7aNd0ajUXzkkUfExsZGS5i44livXr0qJiQkiFevXh3w+HCv34n62jabzeKdd94pHj58WBRFUfzmm2/E1NRUlxzrWHPZtbkmAlsX0ZyIzGYz3n33XcyfP3/QMjgqlQpmsxkGg2HYtoCAAGeUbrPXXnsNixYtGnBJBFcca2NjIwICAvDHP/4RX3/9Nby9vfHLX/4SHh4eQ75+RVGckK9tmUyGV199FatWrYKXlxeuXbuGt956a9j/VifqWMcaPzMhu3j55Zfh5eWFJ554wtml2MWRI0dQVVWFpUuXOrsUuzOZTGhsbMTMmTPx4Ycf4sUXX8Rzzz2Hjo4OZ5c25np7e/Hmm2+ioKAA+/btwxtvvIHnn3/eJcc61nhk4kS2LqI50eTn5+Ps2bP405/+BLlcblmws59er4dcLkdAQMCwbePZoUOHUFtbiwcffBAA0NLSgqeffhpPPvmky41VrVZDoVAgIyMDAHDbbbchMDAQHh4eQ75+RVGckK/t48ePo62tDQkJCQCAhIQEeHp6wt3d3eXGOtZ4ZOJEti6iOZFs3rwZVVVV2Lp1K9zc+i4QEh8fj66uLhw+fBgAsHPnTqSnp1ttG89WrlyJ8vJyfPbZZ/jss88QFhaG7du3Y/ny5S43VpVKhbvuugsHDx4E0PfNpfb2dsTExAz5+p2or+2wsDC0tLTgzJkzAIDa2lq0t7cjOjra5cY61rg2l5PV1tYiJycHly9ftiyiOXXqVGeXNSo1NTXIyMhATEyMZQnryMhIbN26Fd9++y1yc3NhNBoRERGBf/3Xf8WkSZMAYNi2iWL+/Pn405/+hOnTp7vkWBsbG/G73/0OBoMBCoUCzz//PO6///5hX78T9bX98ccfY9u2bZbrIK1ZswYpKSkuOdaxxDAhIiLJOM1FRESSMUyIiEgyhgkREUnGMCEiIskYJkREJBnDhIiIJGOYEDnZ8uXL8dFHH9n1OZ588kkUFhYC6DuPYtmyZXZ9Prr5cDkVIif785//7NDnW7RoERYtWuTQ5yTXxyMTohvo7e11dglEEwrDhFzSW2+9heTkZMyZMwdpaWn48ssvYTab8dZbbyElJQV33XUXfvnLX8JgMAAAzp07h7i4OBQWFuKBBx7AU089ha+//hr33XffgP3Onz8fX3zxBQBgy5YtWLNmDV588UXMmTMHmZmZqKurw5tvvomkpCTcf//9KC8vt1rr9VNQH374IR577DHk5+fjZz/7GebPn4+///3vlr4ffvghHnzwQcyZMwfz58/Hxx9/bKnlxRdftPTrH8+NQrH/OfrFxcXh3XffRWpqKhITE5GXlwcujEEjxTAhl3PmzBn893//N95//30cOXIE27dvR0REBP7zP/8TZWVl+K//+i8cOHAA/v7+eOmllwZse+jQIRQXF2P79u02Pde+ffug1Wpx6NAhaDQaPP300zCbzdi/fz9Wr16N9evXj7j+77//HlOmTMFXX32F5cuX45/+6Z8giiI6OjrwyiuvYNu2bThy5Ah27twJjUYz4v3fyOeff473338fH3/8MT755BMcOHBgTPZLNw+GCbkcQRDQ3d2N2tpa9PT0IDIyEpMnT8bOnTuxdu1ahIWFwc3NDb/4xS/w17/+dcBf78899xy8vLwsC1Vak5iYiOTkZCgUCqSnp+PixYtYuXIllEolFi5ciKamJly+fHlE9YeHh+ORRx6BIAj4h3/4B5w/fx4XLlwAAMjlctTU1KCrqwshISG45ZZbRrTvoaxYsQJ+fn4IDw/HXXfdhRMnTozJfunmwTAhlxMdHY3f/e532LJlC+655x6sXbsWra2taG5uxurVq5GYmIjExEQsXLgQcrkc7e3tlm3DwsJG9FxBQUGW2x4eHggMDLRcca8/kEZ6YaXrVxH29PS07MPLywv/8R//gZ07d+Lee+/FypUrUVtbO6J9DyU4OHjAc167dm1M9ks3D4YJuaTMzEy8++672LdvH2QyGf7t3/4NYWFh2LZtGw4fPmz5OXr0KEJDQy3b9S87DvS9qXZ1dVnum0wm6PV6h47jp5KTk/H222+jvLwcU6dOxe9//3sAg2vtP5IhchSGCbmcM2fO4Msvv0R3dzfc3Nzg7u4OuVyOxx57DK+++iqampoA9F3psKysbMj9TJkyBUajEZ9//jl6enrwxhtvoLu721HDGOTChQsoKytDR0cH3Nzc4OXlBbm87z9hjUaDQ4cOobm5GVeuXMGbb77ptDrp5sTzTMjldHd349///d9RW1sLpVKJOXPm4KWXXkJwcDBEUcSyZcvQ1taGoKAgLFy4ECkpKTfcj6+vL3Jzc/HP//zPMJlMWL58+YinwcaS2WzGO++8g3Xr1kEmk0Gj0WDDhg0AgLlz52LhwoVYtGgRAgMDsWLFCnz22WdOq5VuPrw4FhERScZpLiIikozTXEQOMGfOnBs+vm3bNiQmJjq4GqKxx2kuIiKSjNNcREQkGcOEiIgkY5gQEZFkDBMiIpKMYUJERJL9f5gTRw9kBBHjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for feature in train.columns:\n",
    "    sns.distplot(train[feature],kde = True)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
